[
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_prompt_79",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_prompt_79",
    "name": "Prompt",
    "alternateName": [
      "प्रॉम्प्ट",
      "Prompt (AI ko diya gaya input)"
    ],
    "description": "A prompt is the instruction or input text given to an AI model to generate a response.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "प्रॉम्प्ट वह इनपुट है जिसे आप AI को देते हैं ताकि वह आपके इरादे को समझ सके। यह केवल एक वाक्य नहीं -यह दिशा, संदर्भ और आपकी अपेक्षा को स्पष्ट रूप से बताने का माध्यम है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Prompt matlab AI ko diya gaya clear signal -kya chahiye aur kaise chahiye."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Prompting Foundation"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Prompt ko waiter ko diya gaya sahi order samjho -order jitna साफ़, dish utni सही."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Prompt साफ़ = Output आधा तैयार."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Write a 100-word simple Hindi explanation of climate change for school kids” → clear structured prompt."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Prompt Engineering Basics."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Clear prompts improve consistency, reduce hallucination, and align responses with user goals."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Explain reinforcement learning in 5 bullet points, simple English, beginner tone."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_user_intent_80",
          "hacm_bharat_ai_assistant_persona_81",
          "hacm_bharat_ai_prompt_structure_82"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Prompt Engineering"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Prompt Structure"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "User Intent"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_user_intent_80",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_user_intent_80",
    "name": "User Intent",
    "alternateName": [
      "यूज़र इंटेंट",
      "User Intent (sawaal ke peeche ka maksad)"
    ],
    "description": "User intent is the underlying goal or purpose behind a user’s input to an AI system.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "यूज़र इंटेंट वह मूल कारण है जिसके पीछे आपका सवाल मौजूद है। AI शब्दों को नहीं, इरादे को समझने की कोशिश करता है -आप क्या चाहते हैं, क्यों पूछ रहे हैं और किस संदर्भ में पूछ रहे हैं।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ko sirf words mat do -intent do. Jab iraada clear hota hai, output useful hota hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Prompting Foundation"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Intent ko doctor ko bataye gaye asli reason jaisa samjho -sirf symptom nahi, poora context."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Words नहीं, इरादा बोलता है."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Tell me about mutual funds” → unclear intent. “Explain mutual funds to a 15-year-old in simple words” → clear intent."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Human–AI Interaction."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Understanding intent enables AI to produce responses that match user goals precisely."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Explain SIP like a financial coach guiding a 20-year-old in simple Hindi."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_prompt_79",
          "hacm_bharat_ai_assistant_persona_81",
          "hacm_bharat_ai_instruction_hierarchy_83"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Human–AI Interaction"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Task Specification"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Basic Communication Goal"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_assistant_persona_81",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_assistant_persona_81",
    "name": "Assistant Persona",
    "alternateName": [
      "असिस्टेंट पर्सोना",
      "Assistant Persona (AI ka role + andaaz)"
    ],
    "description": "Assistant persona defines the role, tone, and style the AI should adopt while responding.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "असिस्टेंट पर्सोना तय करता है कि AI किस भूमिका में जवाब देगा -teacher, analyst, coach, comedian आदि। Persona बदलने से जवाब का टोन, संरचना और गहराई भी बदल जाती है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Role batata hai AI kya banega (CA, coach, doctor). Persona batata hai kaise बोलेगा (friendly, strict, funny). Dono मिलकर output perfect बनाते हैं."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Prompting Foundation"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "AI को role देना ऐसा है जैसे किसी actor को script देना -role बदला तो पूरा अंदाज़ बदल जाता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Role set करो → Result perfect करो."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Explain GST like a CA teaching beginners” vs “Explain GST like a stand-up comedian.” Persona बदलते ही output बदल जाता है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Prompt Engineering → Role & Tone Setting."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Persona control ensures output matches desired tone -professional, friendly, strict, humorous, or academic."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Act as a friendly Hindi teacher. Explain machine learning with simple day-to-day examples."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_prompt_79",
          "hacm_bharat_ai_user_intent_80",
          "hacm_bharat_ai_response_style_control_84"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Prompt Personalization"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Tone Setting"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "User Intent"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_prompt_structure_82",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_prompt_structure_82",
    "name": "Prompt Structure",
    "alternateName": [
      "प्रॉम्प्ट संरचना",
      "Prompt Structure (sawaal ko sajha hua format)"
    ],
    "description": "Prompt structure refers to the organized format in which a prompt is crafted -defining steps, tone, length, and boundaries so the AI can respond predictably and clearly.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "प्रॉम्प्ट संरचना वह तरीका है जिससे आप अपने सवाल को व्यवस्थित करते हैं -format, steps, tone, length और boundaries तय करते हैं। Structured prompts AI को भ्रम से बचाते हैं और जवाब को स्थिर, स्पष्ट और दोहराने योग्य बनाते हैं।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Socho bina structure ke WhatsApp message  - ghuma-fira confusing lagta hai. AI ke saath bhi wahi hota hai: structure doge, direction milegi."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Prompting Foundation"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Prompt ko checklist jaisa socho: ‘pehle yeh karo, phir yeh, iss tone mein, itne words mein.’ Jitna structured, utna sculpted output."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Prompt structured = Output sculptured."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "Example: “Summarize this article in 4 bullet points → simple Hindi → neutral tone → highlight 1 key insight at the end.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Prompt Engineering → Structured Prompt Design."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Structured prompts help AI follow clear steps, reduce ambiguity, and make outputs more consistent across multiple runs."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Read the text below → summarize in 5 bullet points → write in simple Hindi → keep tone neutral → end with one practical action step."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_prompt_79",
          "hacm_bharat_ai_user_intent_80",
          "hacm_bharat_ai_instruction_hierarchy_83",
          "hacm_bharat_ai_response_style_control_84"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Prompt Engineering"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Stepwise Prompting"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Prompt"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_instruction_hierarchy_83",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_instruction_hierarchy_83",
    "name": "Instruction Hierarchy",
    "alternateName": [
      "निर्देश श्रेणी",
      "Instruction Hierarchy (kis baat ko AI pehle maane)"
    ],
    "description": "Instruction hierarchy refers to the priority order in which AI interprets system, user, and example instructions.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "निर्देश श्रेणी वह क्रम है जिसमें AI system instruction, user instruction और दिए गए examples को प्राथमिकता के आधार पर समझता है। अगर प्राथमिकता स्पष्ट न हो तो AI का व्यवहार अस्थिर हो सकता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI pehle system ki baat maanega, phir user ki, phir examples ki. Mixed instructions doge to AI confuse ho jayega."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Prompting Foundation"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Isko ‘boss → manager → intern’ hierarchy jaisa samjho. System = boss, User = manager, Examples = interns."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "System > User > Examples."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "System: “You are a strict grammar teacher.” User: “Explain cricket rules casually.” → AI fir bhi strict hi rahega."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → AI Behavior & Control → Instruction Priority."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Clear instruction hierarchy avoids conflicts and ensures predictable behavior across long conversations."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "System: You are a friendly Hindi tutor. User: Explain machine learning simply. Examples: Tone should stay friendly."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_prompt_79",
          "hacm_bharat_ai_user_intent_80",
          "hacm_bharat_ai_prompt_structure_82",
          "hacm_bharat_ai_context_window_84"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Prompt Governance"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Instruction Priority"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "User Intent"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_context_window_84",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_context_window_84",
    "name": "Context Window",
    "alternateName": [
      "कॉन्टेक्स्ट विंडो",
      "Context Window (AI ki limited memory space)"
    ],
    "description": "A context window is the maximum amount of text an AI model can consider at once. When the limit is reached, older messages fall out of view.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "कॉन्टेक्स्ट विंडो वह सीमा है जिसके अंदर AI आपकी बातचीत का इतिहास याद रख सकता है। सीमा भर जाने पर पुराने संदेश 'बाहर गिर' जाते हैं और AI उन्हें नहीं देख पाता।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI thoda amnesia wala hota hai  - memory limited hoti hai. Jab window bhar jaati hai, purani baatein bahar nikal jaati hain."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "AI Memory & Conversation"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Isko WhatsApp chat window jaisa socho -upar ki purani chats swipe karke hi dikhti हैं; AI में भी पुरानी बातें बाहर खिसक जाती हैं।"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Context याद = Output सही."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "Long chats में बीच में reminder देना पड़ता है: “Reminder: We are writing a Hindi AI book for beginners.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → AI Memory Limitations."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Understanding context limits helps users restate goals, maintain clarity, and avoid AI forgetting earlier instructions."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Before continuing, remember: you are helping write a beginner-friendly Hindi AI literacy guide."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_instruction_hierarchy_83",
          "hacm_bharat_ai_prompt_structure_82",
          "hacm_bharat_ai_prompt_79"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Memory & Token Limits"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Token Management"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Instruction Hierarchy"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_system_prompt_85",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_system_prompt_85",
    "name": "System Prompt / System Message",
    "alternateName": [
      "सिस्टम प्रॉम्प्ट",
      "System Prompt (AI ka constitution)"
    ],
    "description": "A system prompt sets the AI’s role, behavior, boundaries, and guiding rules. It is the most powerful instruction layer.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "सिस्टम प्रॉम्प्ट AI सहायक का चरित्र, नियम और सीमाएँ तय करता है। पूरी बातचीत में AI उसी ढांचे के अनुसार व्यवहार करता है, इसलिए यह सबसे शक्तिशाली निर्देश माना जाता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "System prompt = AI ka constitution. Ek baar set ho gaya to AI ussi role mein attka rehta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Prompting Foundation"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Isko mobile ke ‘default settings’ jaisa socho -agar default role expert teacher hai, AI हर बात उसी अंदाज़ में बोलेगा।"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "System set करो → पूरी बातचीत सेट हो जाएगी."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“You are an expert Hindi teacher. Always explain with short examples.” → पूरा conversation इसी role में चलता है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Prompt Engineering → System-Level Control."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Defines AI personality, constraints, and consistency across all user interactions."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "System: You are a friendly AI tutor who explains concepts in simple Hinglish with relatable examples."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_instruction_hierarchy_83",
          "hacm_bharat_ai_assistant_persona_81",
          "hacm_bharat_ai_prompt_79"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Behavior Framework"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Persona Locking"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Instruction Hierarchy"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_response_style_control_86",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_response_style_control_86",
    "name": "Response Style Control",
    "alternateName": [
      "जवाब शैली नियंत्रण",
      "Response Style Control (AI ka bolne ka andaaz)"
    ],
    "description": "Response style control defines the tone, format, and presentation style the AI should use when answering.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "जवाब शैली नियंत्रण यह तय करता है कि AI किस तरह का जवाब देगा -formal, friendly, bullet points, storytelling आदि। Style सेट करने से output आपकी audience के लिए अधिक उपयुक्त और मानवीय लगता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI wahi bolta hai jaisa aap bolwaoge -formal, funny, teacher-mode, poetic ya sharp. Style nahi doge to AI random style chuneगा."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Prompting Foundation"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "AI को radio presenter समझो -आप channel बदलते हो तो पूरा अंदाज़ बदल जाता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Style set करो = Smile set करो (output perfect आएगा)."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Explain mutual funds in 5 bullet points, friendly tone, simple Hindi.” → Style control makes output reader-friendly."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Output Design & Tone Control."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Adjusts AI output tone to match audience needs, from professional reports to casual explanations."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Explain blockchain in a friendly tone, in 4 short bullet points, using simple Hinglish."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_assistant_persona_81",
          "hacm_bharat_ai_prompt_structure_82",
          "hacm_bharat_ai_prompt_79"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Prompt Personalization"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Tone & Format Control"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Assistant Persona"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_meta_prompting_87",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_meta_prompting_87",
    "name": "Meta-Prompting",
    "alternateName": [
      "मेटा-प्रॉम्प्टिंग",
      "Meta-Prompting (AI ko sochna sikhana)"
    ],
    "description": "Meta-prompting is prompting the AI on how to think or structure its reasoning before generating an answer.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "मेटा-प्रॉम्प्टिंग वह तकनीक है जिसमें आप AI को बताते हैं कि कैसे सोचना है, कौन-सी प्रक्रिया अपनानी है, और किस संरचना में जवाब देना है। इससे जवाब अत्यंत precise और predictable हो जाते हैं।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Ye 'instructions ke upar instructions' dena hai -jaise: pehle socho → phir steps likho → phir answer do."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Advanced Prompting"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "AI ko driving se pehle ‘driving rules’ सिखाने जैसा -pehle process, phir performance."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Process set → Output perfect."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Before answering, list assumptions, think step-by-step, then conclude.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Reasoning Control Techniques."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Improves reasoning accuracy by forcing AI to follow a consistent thinking structure."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Before answering, think step-by-step and list reasoning in 3 stages: assumptions → logic → conclusion."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_chain_of_thought_93",
          "hacm_bharat_ai_deliberate_mode_94",
          "hacm_bharat_ai_prompt_debugging_96"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Advanced Prompt Engineering"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Process-Level Guidance"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Prompt Structure"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_prompt_chaining_88",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_prompt_chaining_88",
    "name": "Prompt Chaining",
    "alternateName": [
      "प्रॉम्प्ट चेनिंग",
      "Prompt Chaining (bada kaam → chhote steps)"
    ],
    "description": "Prompt chaining breaks a complex task into sequential prompts to achieve better accuracy and control.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "प्रॉम्प्ट चेनिंग में बड़े काम को छोटे-छोटे structured prompts में बाँटकर AI से चरणबद्ध तरीके से काम कराया जाता है। इससे accuracy बढ़ती है और reasoning साफ़ दिखाई देती है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ko ek baar mein pura kaam mat do -steps mein do: pehle ideas, phir refine, phir final."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Advanced Prompting"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Jigsaw puzzle jaisa -tukdon mein solve karo, tabhi picture clear hogi."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Break → Chain → Perfect."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "Step 1: Generate 10 headlines → Step 2: Refine 4 & 7 → Step 3: Convert into a story."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Multi-Step Prompting."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Improves accuracy for complex tasks like writing, research, and problem solving."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "First list 5 ideas → refine them → expand idea #2 into a full explanation."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_meta_prompting_87",
          "hacm_bharat_ai_multi_turn_conversation_90",
          "hacm_bharat_ai_prompt_debugging_96"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Advanced Prompt Engineering"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Sequential Prompting"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Prompt Structure"
      }
    ]
  },

  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_role_assignment_89",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_role_assignment_89",
    "name": "Role Assignment",
    "alternateName": [
      "भूमिका निर्धारण",
      "Role Assignment (AI ka expert mode)"
    ],
    "description": "Role assignment instructs the AI to respond from a specific professional or stylistic perspective.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Role assignment AI को एक तय भूमिका देता है -teacher, analyst, doctor, marketer, coach आदि। इससे output का tone, depth और structure बदल जाता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ko bolo: ‘Tu ab mera maths tutor hai.’ Role badalte hi soch badal jaati hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Prompt Personalization"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Actor ko role dene jaisa -role बदला तो performance बदल गई."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Role दो → Brain mode बदलो."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“As a financial advisor, explain ELSS vs SIP in simple Hindi.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Persona & Role Control."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Gives expert-level depth and domain-specific reasoning."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Act as a policy analyst. Evaluate this government scheme in bullet points."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_assistant_persona_81",
          "hacm_bharat_ai_response_style_control_86"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Prompt Personalization"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Expert Role Setting"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Assistant Persona"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_multi_turn_conversation_90",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_multi_turn_conversation_90",
    "name": "Multi-Turn Conversation",
    "alternateName": [
      "मल्टी-टर्न बातचीत",
      "Multi-Turn Conversation (turn-by-turn learning)"
    ],
    "description": "A multi-turn conversation is an ongoing dialogue where each AI response considers previous messages.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "मल्टी-टर्न बातचीत में AI आपके पिछले messages देखकर context पकड़ता है और उसी आधार पर नया जवाब देता है। यह सतत संवाद जैसा होता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ek message se nahi, पूरी बातचीत se सीखता hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "AI Memory & Conversation"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Teacher ke saath regular tutoring jaisa -हर session पिछली बातों पर build करता है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Turn-by-turn AI को train करो."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "Explain → give example → simplify → convert for a 10-year-old."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Context & Memory."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Helps AI refine context, personalization, and progressive learning."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Continuing our earlier discussion -simplify this further for a beginner."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_context_window_84",
          "hacm_bharat_ai_clarifying_questions_91"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Memory & Interaction"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Context Linking"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Context Window"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_clarifying_questions_91",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_clarifying_questions_91",
    "name": "Clarifying Questions",
    "alternateName": [
      "स्पष्टीकरण प्रश्न",
      "Clarifying Questions (pehle pooch, phir sahi bol)"
    ],
    "description": "Clarifying questions help refine the user's request and prevent misinterpretation.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Clarifying questions intent और boundaries को साफ़ करते हैं ताकि बातचीत गलत दिशा में न जाए। इससे जवाब ज़्यादा सटीक और उपयोगी बन जाते हैं।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ko bolo: 'If the question is unclear, ask first.' Accuracy turant improve hoti hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Communication Clarity"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Doctor की तरह -पहले सवाल पूछता है, फिर diagnosis देता है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Pehle clarify → phir simplify."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Profile” मतलब Insta bio, LinkedIn summary, या résumé?"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Intent Clarification."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Reduces hallucinations and improves precision."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "If my request is unclear, ask me 1–2 clarifying questions before answering."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_ambiguity_resolution_95",
          "hacm_bharat_ai_multi_turn_conversation_90"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Communication Clarity"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "User Intent Clarification"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "User Intent"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_self_correction_92",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_self_correction_92",
    "name": "Self-Correction Prompt",
    "alternateName": [
      "AI स्वयं-सुधार प्रॉम्प्ट",
      "Self-Correction (AI apni galti pakde)"
    ],
    "description": "A self-correction prompt asks the AI to review and improve its own output before finalizing.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Self-correction में आप AI से कहते हैं कि वह अपना जवाब पहले जांचे और फिर गलती खुद सुधार ले। यह internal quality-check जैसा काम करता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ko bolo: ‘Check your answer for mistakes.’ Wo khud sudhaar karega."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Quality Control"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "AI = अपना proofreader. पहले check, फिर final."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "AI को editor बनाओ."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Review your previous answer and fix inconsistencies.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Output Verification."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Reduces logical errors, inconsistencies, and biases."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Review your output and correct any errors before giving the final answer."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_prompt_debugging_96",
          "hacm_bharat_ai_chain_of_thought_93"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Quality Assurance"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Self-Checking"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Deliberate Mode"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_chain_of_thought_93",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_chain_of_thought_93",
    "name": "Chain-of-Thought",
    "alternateName": [
      "चेइन-ऑफ-थॉट",
      "Chain of Thought (step-by-step reasoning)"
    ],
    "description": "A chain-of-thought request tells the AI to reveal its step-by-step reasoning.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Chain-of-thought में AI अपनी step-by-step reasoning दिखाता है -कैसे सोचा, क्या steps लिए, किस logic से निष्कर्ष निकाला।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ka dimaag khulkar dekhna jaisa. Reasoning dikhti hai to accuracy badhti hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Reasoning"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Math copy mein steps likhne jaisa -sirf answer नहीं, पूरा तरीका भी।"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Reasoning मांगो → Accuracy पाओ."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Show your step-by-step reasoning before giving the answer.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Transparent Reasoning."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Improves accuracy in math, logic, coding, decision-making."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Think step-by-step and show your reasoning before final answer."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_meta_prompting_87",
          "hacm_bharat_ai_deliberate_mode_94"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Reasoning Control"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Stepwise Logic"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Meta-Prompting"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_deliberate_mode_94",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_deliberate_mode_94",
    "name": "Deliberate Mode",
    "alternateName": [
      "सोचकर जवाब मोड",
      "Deliberate Mode (slow thinking)"
    ],
    "description": "Deliberate mode asks AI to think more carefully and produce a more reflective, accurate response.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Deliberate mode में AI तेज़ी से नहीं, बल्कि सोच-समझकर reflective जवाब देता है। इससे bias कम होता है और गहरे, अधिक सटीक उत्तर मिलते हैं।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Fast mode = jaldi ka kaam. Deliberate mode = dimaag laga kar kaam."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Reasoning Quality"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Chess player ki tarah -slow socho, perfect chal do."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Speed नहीं -सोच जीतेगी."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Take a moment. Reflect. Then answer.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Critical Thinking Prompts."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Useful for difficult reasoning, ethical questions, and detailed analysis."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Think slowly and carefully. Reflect before answering."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_chain_of_thought_93",
          "hacm_bharat_ai_self_correction_92"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Reasoning Enhancement"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Slow Thinking"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Chain of Thought"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_ambiguity_resolution_95",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_ambiguity_resolution_95",
    "name": "Ambiguity Resolution",
    "alternateName": [
      "अस्पष्टता समाधान",
      "Ambiguity Resolution (Guesswork Check)"
    ],
    "description": "Ambiguity resolution is the process of clarifying unclear or multi-meaning inputs.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "अस्पष्टता समाधान में AI unclear या multi-meaning शब्दों को पकड़कर पहले meaning पूछता है ताकि गलत दिशा में जाने की संभावना कम हो जाए।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Ambiguity Resolution = internal guesswork check. Disambiguation = AI aapse clarification poochta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Communication Clarity"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Dictionary jaisa -pehle word ka sahi meaning pakdo, phir answer do."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Confusion हटाओ → Precision बढ़ाओ."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Load” मतलब weight या electrical load?"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Input Interpretation."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Prevents incorrect answers caused by misunderstood inputs."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "If a word has multiple meanings, ask which one I intend."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_clarifying_questions_91",
          "hacm_bharat_ai_prompt_debugging_96"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Communication Clarity"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Meaning Resolution"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Clarifying Questions"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_prompt_debugging_96",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_prompt_debugging_96",
    "name": "Prompt Debugging",
    "alternateName": [
      "прॉम्प्ट सुधार",
      "Prompt Debugging (prompt sudharo, output sudharo)"
    ],
    "description": "Prompt debugging means refining a prompt to fix unclear, ineffective, or misleading instructions.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "जब AI आपकी बात नहीं समझता या गलत जवाब देता है, तब prompt debugging काम आती है। इसमें prompt को refine, simplify या restructure किया जाता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI गलत दे रहा है? Prompt गलत है. Ek line badlo → pura output badal jaata hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Prompt Improvement"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Programming debugging jaisa -code nahi, prompt ठीक करो."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Prompt सुधारे बिना output नहीं सुधरता."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“I think you misunderstood -here is a clearer instruction…”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Error Correction Prompts."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Reduces hallucination, improves alignment, and enhances clarity."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Rewrite this prompt to remove ambiguity and improve precision."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_ambiguity_resolution_95",
          "hacm_bharat_ai_self_correction_92"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Prompt Optimization"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Prompt Refinement"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Clarifying Questions"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_token_prediction_97",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_token_prediction_97",
    "name": "Token Prediction",
    "alternateName": [
      "टोकन प्रेडिक्शन",
      "Token Prediction (agla shabd chunna)"
    ],
    "description": "Token prediction is the process by which an AI model generates text by predicting the next most likely token.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "टोकन प्रेडिक्शन वह प्रक्रिया है जिसमें AI वाक्य को छोटे-छोटे tokens में तोड़कर एक-एक करके अगला सबसे संभावित token चुनता है। AI गहराई से 'समझता' नहीं, बल्कि pattern के आधार पर अनुमान लगाता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ek superfast smart autocomplete jaisa hai -wo bas agla best-fit shabd guess karta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Model Mechanics"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Mobile keyboard ke autocomplete jaisa socho -sentence likhte waqt अगला word suggest hota है।"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "AI = अगला शब्द चुनने की machine."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "Sentence: “Today I want to eat …” → AI guesses tokens like pizza, dosa, pasta based on patterns."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → How Language Models Work."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Explains why AI can be fluent yet sometimes wrong, because it predicts tokens instead of verifying facts."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Explain token prediction in simple Hindi using a mobile autocomplete example."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_model_temperature_98",
          "hacm_bharat_ai_top_p_sampling_99",
          "hacm_bharat_ai_deterministic_vs_stochastic_100",
          "hacm_bharat_ai_hallucination_101"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Language Model Mechanics"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Next-Token Generation"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Prompt"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_model_temperature_98",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_model_temperature_98",
    "name": "Model Temperature",
    "alternateName": [
      "मॉडल टेम्परेचर",
      "Model Temperature (creativity ka masala level)"
    ],
    "description": "Model temperature adjusts randomness and creativity in the AI’s output.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "टेम्परेचर AI के जवाब की creativity control करता है। Low temperature पर जवाब ज़्यादा predictable और factual रहते हैं, जबकि high temperature पर जवाब ज़्यादा creative, surprising और कभी-कभी गलत भी हो सकते हैं।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Temperature kam = safe, predictable answers. Temperature zyada = wild, creative, kabhi-kabhi off-track."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Model Mechanics"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Khana order karte waqt “masala level” चुनने जैसा -mild, medium, extra spicy."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Temperature तय करे -जवाब कितना ‘tadka’ वाला."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "Temperature 0.2 → simple, straight explanation; Temperature 1.0 → same question par poetic, dramatic answer."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Generation Settings & Creativity."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Helps tune outputs for exams (low temperature) vs brainstorming or creative writing (higher temperature)."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Explain model temperature in simple Hinglish with a food masala analogy."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_token_prediction_97",
          "hacm_bharat_ai_top_p_sampling_99",
          "hacm_bharat_ai_deterministic_vs_stochastic_100"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Generation Control"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Randomness Tuning"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Token Prediction"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_top_p_sampling_99",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_top_p_sampling_99",
    "name": "Top-p / Nucleus Sampling",
    "alternateName": [
      "टॉप-पी सैम्पलिंग",
      "Top-p Sampling (best bucket se chunna)"
    ],
    "description": "Top-p sampling limits token selection to the most probable subset to balance coherence and diversity.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "टॉप-पी सैम्पलिंग में मॉडल केवल सबसे संभावित tokens के एक छोटे सेट में से चुनता है। इससे creativity और accuracy के बीच संतुलन बना रहता है और randomness control में रहती है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Socho aap saare options nahin, sirf top-best bucket mein se choose kar rahe ho -AI bhi top-p mein wahi karta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Model Mechanics"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Restaurant menu ka “chef’s recommended” section -sirf best options की छोटी list."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Top-p = random bhi, relevant bhi."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "Top-p = 0.9 → AI sirf us 90% token distribution mein se choose karega jo sabse relevant hai."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Generation Settings & Sampling."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Keeps answers meaningful while allowing some variation for creativity."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Explain top-p sampling using a restaurant menu analogy in Hinglish."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_token_prediction_97",
          "hacm_bharat_ai_model_temperature_98",
          "hacm_bharat_ai_deterministic_vs_stochastic_100"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Generation Control"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Probabilistic Sampling"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Model Temperature"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_deterministic_vs_stochastic_100",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_deterministic_vs_stochastic_100",
    "name": "Deterministic vs Stochastic Output",
    "alternateName": [
      "निश्चित बनाम यादृच्छिक आउटपुट",
      "Deterministic vs Stochastic (same answer vs naya flavor)"
    ],
    "description": "Deterministic outputs are identical every time for the same input; stochastic outputs vary due to randomness.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Deterministic जवाब हर बार same रहते हैं -कोई randomness शामिल नहीं होती। Stochastic जवाबों में randomness होती है, इसलिए हर बार answer थोड़ा बदल सकता है। यह behavior temperature और sampling settings से तय होता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "“Patthar ki lakeer” jaisa same answer = deterministic. Har baar naya flavor = stochastic."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Model Mechanics"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Mummy ka fixed recipe (hamesha same taste) vs chef ka “aaj thoda experiment karte hain.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Same चाहिए → deterministic; नया flavor → stochastic."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "Exam-style answers → deterministic; brainstorming ideas → stochastic."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Output Behavior & Variability."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Helps choose between repeatable outputs (compliance, exams) and varied outputs (ideation, creativity)."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Explain deterministic vs stochastic outputs using a home-food vs restaurant-food example."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_model_temperature_98",
          "hacm_bharat_ai_top_p_sampling_99",
          "hacm_bharat_ai_token_prediction_97"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Generation Control"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Randomness vs Stability"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Model Temperature"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_hallucination_101",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_hallucination_101",
    "name": "Hallucination",
    "alternateName": [
      "AI का भ्रम",
      "Hallucination (confident but galat)"
    ],
    "description": "A hallucination is an AI-generated response that is factually incorrect or fabricated but expressed confidently.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Hallucination तब होता है जब AI बहुत confidence के साथ गलत, बना हुआ या अधूरा जवाब देता है। यह model की limitation है -वह सिर्फ predict करता है, fact को verify नहीं करता।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ko lagta hai wo sahi bol raha hai, par wo bas guess kar raha hota hai -truth-checker nahi hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Risks & Limitations"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Classmate jo guess karke bhi full confidence se answer bolta hai -sahi bhi ho sakta है, गलत भी."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Fluent ≠ Correct."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Who won the 2025 Oscar?” → model cutoff ke baad ka guess confidently de sakta है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Risks & Limitations."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Reminds users to verify critical answers with external, trusted sources."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "If you are unsure, say that you are not sure and suggest how I can verify the answer."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_token_prediction_97",
          "hacm_bharat_ai_knowledge_cutoff_102",
          "hacm_bharat_ai_bias_in_ai_104"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Failure Modes"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Factual Inaccuracy"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Token Prediction"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_knowledge_cutoff_102",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_knowledge_cutoff_102",
    "name": "Knowledge Cutoff",
    "alternateName": [
      "नॉलेज कटऑफ",
      "Knowledge Cutoff (AI ki last update date)"
    ],
    "description": "A knowledge cutoff is the date after which the AI has no training data or factual awareness.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Knowledge cutoff वह तारीख है जिसके बाद की जानकारी AI को नहीं पता होती। AI real-time internet से जुड़ा नहीं होता, इसलिए cutoff के बाद की घटनाओं के बारे में वह सिर्फ अनुमान लगा सकता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ‘live news’ nahi dekh raha -uski duniya cutoff date tak limited hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Risks & Limitations"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Purani encyclopedia jaisi -usme 2020 tak sab hai, uske baad ka kuch nahi."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "AI updated nahi -trained hota hai."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Who is the current president of X country?” → agar cutoff ke baad change hua hai to answer galat ho sakta है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Limits of Training Data."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Guides users to double-check recent events, laws, and prices."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "If a question depends on information after your knowledge cutoff, warn me clearly before answering."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_hallucination_101",
          "hacm_bharat_ai_safety_filter_103"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Limitations"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Temporal Limitations"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Hallucination"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_safety_filter_103",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_safety_filter_103",
    "name": "Safety Filter",
    "alternateName": [
      "सेफ्टी फ़िल्टर",
      "Safety Filter (AI ka सुरक्षाकवच)"
    ],
    "description": "Safety filters prevent the AI from generating harmful, dangerous, or unethical content.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "सेफ्टी फ़िल्टर AI को dangerous, harmful या unethical जवाब देने से रोकते हैं। ये user और समाज दोनों के लिए सुरक्षा कवच की तरह काम करते हैं।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI powerful hai, isliye usko सीमाओं में rakhna ज़रूरी है -filters usse illegal, violent, unsafe direction mein jaane se rokte hain."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Safety & Ethics"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Car ka seat-belt aur speed governor -driver ko rokta hai jab risk badhta है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Powerful AI → Strong safety."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Tell me how to hack WiFi” → AI: “I cannot assist with illegal activities.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Safety & Policy."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "AI safety guidelines / platform policies (generic)."
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Ensures AI remains helpful without enabling harm or illegality."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Follow safety best practices and refuse any request that is illegal, violent, or clearly harmful."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_alignment_105",
          "hacm_bharat_ai_rlhf_106",
          "hacm_bharat_ai_hallucination_101"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Safety"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Content Filtering"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Alignment"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_bias_in_ai_104",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_bias_in_ai_104",
    "name": "Bias in AI Responses",
    "alternateName": [
      "AI में पक्षपात",
      "Bias in AI (data ka jhukav)"
    ],
    "description": "Bias in AI occurs when model outputs reflect unfair patterns learned from training data.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "AI training data से सीखता है -अगर data biased है, तो AI के जवाब भी biased हो सकते हैं। Bias gender, caste, region, culture या language के आधार पर दिख सकता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI neutral banne ki koshish karta hai, par data ka jhukav us par asar daal sakta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Safety & Ethics"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Mirror jaisa -jo image saamne aayegi, wahi reflect hogi; agar image tilted hai to reflection bhi tilted."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Bias machine ka nahi -data ka hota hai."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“List professions for women.” → Agar sirf traditional roles aaye, to bias dikhta है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Ethics & Fairness."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "AI ethics guidelines (generic)."
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Encourages critical reading of AI outputs and design of de-biasing strategies."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Avoid stereotypes. If a request could trigger bias, respond in a balanced and fair way."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_alignment_105",
          "hacm_bharat_ai_rlhf_106",
          "hacm_bharat_ai_hallucination_101"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Ethics"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Fairness & Stereotypes"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Safety Filter"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_alignment_105",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_alignment_105",
    "name": "AI Alignment",
    "alternateName": [
      "AI अलाइनमेंट",
      "Alignment (insani values ke saath mel)"
    ],
    "description": "Alignment ensures AI behavior stays consistent with human values, rules, and safety principles.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Alignment वह सिद्धांत है जिसके अनुसार AI को मानव मूल्यों, नियमों और नैतिकता के अनुरूप व्यवहार करना चाहिए। AI जितना powerful होता जाता है, उतना ज़रूरी है कि उसका behavior सुरक्षित और जिम्मेदार रहे।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ko apni marzi se nahi, insani values aur rules se bandha rehna chahiye -helpful bhi, safe bhi."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Safety & Ethics"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Remote-controlled car jaisi -direction user ke हाथ में, car apne आप नहीं भागती."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Powerful nahi, aligned AI safe hai."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "User: “Insult me.” → Aligned AI refuse karega ya gentle rahega."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Alignment & Governance."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "AI ethics & alignment research (generic)."
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Prevents AI from acting against human safety, dignity, or core values."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Stay aligned with human values: be honest, helpful, non-harmful, and respectful in all responses."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_safety_filter_103",
          "hacm_bharat_ai_bias_in_ai_104",
          "hacm_bharat_ai_rlhf_106"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Governance"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Value Alignment"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Safety Filter"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_rlhf_106",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_rlhf_106",
    "name": "RLHF (Reinforcement Learning from Human Feedback)",
    "alternateName": [
      "RLHF – मानव फीडबैक से रिइन्फोर्समेंट लर्निंग",
      "RLHF (insano se seekhta hua AI behavior)"
    ],
    "description": "RLHF trains AI models using human-rated examples and feedback to shape behavior and responses.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "RLHF वह training technique है जिसमें AI को मनुष्यों द्वारा approved जवाब दिखाए जाते हैं और गलत जवाबों पर correction दिया जाता है, ताकि वह ज़्यादा सभ्य, ethical और helpful बन सके।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Humans AI ko sikhate hain -ye jawab accha, ye kharab. Dheere-dheere model samajhta hai ki society kya expect karti hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Training Methods"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Teacher jo homework check karke ‘good’ ya ‘improve’ likhta है -waise ही AI ke जवाब rate kiye जाते हैं."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Human feedback = AI ka behavior school."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "Pehle model illegal cheezon par bhi jawab deta tha; RLHF ke baad wahi model clearly mana kar deta है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Training & Human Feedback."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Improves politeness, safety, usefulness, and alignment with human norms."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Explain RLHF with an example of a teacher grading student answers."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_alignment_105",
          "hacm_bharat_ai_safety_filter_103",
          "hacm_bharat_ai_bias_in_ai_104"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Training"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Behavior Shaping via Feedback"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Alignment"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_fine_tuned_behavior_107",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_fine_tuned_behavior_107",
    "name": "Fine-Tuned Behavior",
    "alternateName": [
      "फाइन-ट्यून किया हुआ व्यवहार",
      "Fine-Tuned Behavior (domain expert mode)"
    ],
    "description": "Fine-tuning adapts an AI model to a specific dataset or domain so it behaves like a specialist.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Fine-tuning में AI को किसी विशेष domain या style पर दोबारा train किया जाता है -जैसे medical, finance, legal, poetry। इससे AI उस क्षेत्र में ज़्यादा accurate और expert जैसा व्यवहार करता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "General AI sab kuch thoda-thoda jaanta hai; fine-tuned AI ek field mein bahut strong hota hai -jaise specialist doctor."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Training Methods"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "MBBS doctor vs cardiologist -dono doctor, par ek field mein extra deep knowledge."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "General knowledge acha, specialization better."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Explain insurance underwriting like an IRDAI trainer for new recruits.” → Fine-tuned model us domain mein चमकता है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Domain Adaptation."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Enables industry-specific assistants (BFSI, medical, legal, etc.)."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Act like a fine-tuned BFSI trainer and explain KYC in simple Hinglish."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_rlhf_106",
          "hacm_bharat_ai_assistant_persona_81",
          "hacm_bharat_ai_role_assignment_89"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Training & Adaptation"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Domain-Specific Behavior"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "RLHF (Reinforcement Learning from Human Feedback)"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_memory_and_forgetting_108",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_memory_and_forgetting_108",
    "name": "AI Memory & Forgetting",
    "alternateName": [
      "AI की स्मृति और भूलना",
      "AI Memory & Forgetting (short-term yaad, long-term nahi)"
    ],
    "description": "AI memory usually retains context only within a limited window and typically resets between sessions.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "AI मनुष्यों की तरह स्थायी memory नहीं रखता -conversation खत्म होते ही आमतौर पर सब भूल जाता है (जब तक अलग memory system न हो)। Multi-turn बातचीत में भी वह सिर्फ context window के अंदर की बातें ही याद रखता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ko long-term yaadashth normally nahi di gayi -wo bas current chat ka limited hissa yaad rakhta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "AI Memory & Conversation"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Whiteboard jaisa -thodi der ke liye sab likha रहता है, phir naya kaam aate ही saaf kar diya जाता है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "AI भूलता है -user याद दिलाए."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Reminder: we are writing a children’s book in simple Hindi for age 10–12.” → long chat में context reset karne ke लिए."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Context Window & Memory."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Teaches users to repeat key constraints and goals in long or new sessions."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "If our conversation gets long, ask me to restate key goals so you don’t lose context."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_context_window_84",
          "hacm_bharat_ai_multi_turn_conversation_90"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Memory & Limits"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Session-Level Memory"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Context Window"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_co_creation_109",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_co_creation_109",
    "name": "Co-Creation",
    "alternateName": [
      "सह-निर्माण",
      "Co-Creation (insaan + AI milkar kaam)"
    ],
    "description": "Co-creation is collaborative creation where humans and AI jointly build ideas, content, or solutions.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "सह-निर्माण वह प्रक्रिया है जिसमें मानव और AI मिलकर एक outcome बनाते हैं -idea, story, design, strategy या analysis। यह न केवल मशीन का काम है, न केवल इंसान का; दोनों की strengths मिलकर नया मूल्य पैदा करती हैं।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ko saathi bana kar kaam karna hi asli co-creation hai -user director, AI assistant."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Human–AI Collaboration"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Film set socho -director इंसान है, पर पूरी टीम (AI समेत) मिलकर movie बनाती है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "AI partner hai -replacement nahi."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "User: raw idea deta hai → AI: 5 plot ideas deta hai → user: ek choose karta hai → dono milkar story likhte hain."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Human–AI Collaboration Concepts."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Shows how users can loop between ideation, refinement, and polishing with AI without losing human control."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Let us co-create a workshop. First suggest 5 themes, I will pick one, then help me build the outline."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_human_in_the_loop_110",
          "hacm_bharat_ai_persona_based_writing_111",
          "hacm_bharat_ai_audience_targeting_prompts_112"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Human–AI Collaboration"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Collaborative Writing & Design"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Prompt"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_human_in_the_loop_110",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_human_in_the_loop_110",
    "name": "Human-in-the-Loop (HITL)",
    "alternateName": [
      "मानवीय हस्तक्षेप प्रणाली",
      "Human-in-the-Loop (insaan hamesha charge mein)"
    ],
    "description": "Human-in-the-loop integrates human oversight at key points in the AI workflow.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Human-in-the-loop में इंसान हर critical step पर AI के output को guide, correct और approve करता है। Finance, law, healthcare और education जैसे high-stakes tasks के लिए यह ज़रूरी है। अंतिम authority हमेशा human के पास रहती है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ka kaam suggest karna hai, final faisla lena aapka kaam hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Human–AI Collaboration"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Autopilot wali car -driver steering chhod nahi sakta, बस मदद ले सकता है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "AI soche -insaan tay kare."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "AI drafts a compliance letter → human reviews and edits → final version भेजा जाता है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Human Oversight & Governance."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Essential for regulated domains where accountability, safety, and correctness are critical."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Draft a compliance email for this scenario. I will review and edit before sending."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_co_creation_109",
          "hacm_bharat_ai_safety_filter_103",
          "hacm_bharat_ai_alignment_105"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Governance"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Human Oversight"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Safety Filter"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_persona_based_writing_111",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_persona_based_writing_111",
    "name": "Persona-Based Writing",
    "alternateName": [
      "व्यक्ति-आधारित लेखन",
      "Persona-Based Writing (kiski awaaz mein likhna)"
    ],
    "description": "Persona-based writing instructs AI to generate text tailored to a specific character or audience style.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Persona-based writing में AI को किसी specific audience या character की आवाज़ में लिखने को कहा जाता है -student, teacher, CEO, marketer, बच्चे, ग्रामीण, urban youth आदि। इससे content अत्यंत relevant और relatable हो जाता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "‘Is tone mein bolo’ bolte hi AI ka pura behavior badal jaata hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Prompt Personalization"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Same script ko alag-alag actor bolें -dialogue wahi, feel अलग."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Audience बदली → आवाज़ बदली."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Explain UPI to a farmer in simple rural Hindi tone.” → भाषा, examples और style सब बदल जाते हैं."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Audience & Persona Design."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Improves audience fit for marketing, education, training, and internal communication."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Write this message in the voice of a friendly school teacher talking to Class 10 students."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_audience_targeting_prompts_112",
          "hacm_bharat_ai_tone_control_114",
          "hacm_bharat_ai_voice_style_tokens_118",
          "hacm_bharat_ai_assistant_persona_81"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Prompt Personalization"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Audience-Specific Voice"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Assistant Persona"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_audience_targeting_prompts_112",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_audience_targeting_prompts_112",
    "name": "Audience Targeting Prompts",
    "alternateName": [
      "टारगेट ऑडियंस प्रॉम्प्ट्स",
      "Audience Targeting (kis ke liye likh rahe ho)"
    ],
    "description": "Audience targeting prompts specify the intended audience so AI can tailor tone, depth, and examples.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Audience targeting में आप स्पष्ट करते हैं कि जानकारी किसके लिए है -beginners, children, executives, experts, महिलाएँ, B-30 learners, urban youth आदि। AI उसी के अनुसार भाषा, depth और examples adjust कर देता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Content sabke liye same nahi ho sakta -AI ko batana padta hai kis ke liye likhna hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Prompt Personalization"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Teacher class 1 aur MBA batch ko ek jaisa nahi padhata -audience ke hisaab se style badalta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Audience batao -asar badhao."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Explain SIP for someone who has never invested before.” → bilkul basic se shuru hoga."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Target Audience & Context."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Ensures explanations are neither too basic nor too advanced for the reader."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Explain mutual funds for a B-30 city learner in simple Hindi with local examples."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_persona_based_writing_111",
          "hacm_bharat_ai_explain_like_im_5_113",
          "hacm_bharat_ai_tone_control_114"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Prompt Personalization"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Audience Specification"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "User Intent"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_explain_like_im_5_113",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_explain_like_im_5_113",
    "name": "Explain Like I’m 5 (ELI5)",
    "alternateName": [
      "सरल व्याख्या तकनीक (ELI5)",
      "Explain Like I’m 5 (bahut simple samjhana)"
    ],
    "description": "ELI5 asks the AI to explain a concept in extremely simple, child-friendly language.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "ELI5 वह तकनीक है जिसमें आप AI से कहते हैं कि कठिन concepts को ऐसे समझाए जैसे वह पाँच साल के बच्चे को समझा रहा हो। इससे simplicity, clarity और analogy-आधारित समझ बढ़ती है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Jab dimaag heavy lage, bol do: ‘Explain like I am 5’ -AI tough topic ko story aur simple shabdon mein tod deta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Simplification Techniques"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Complex topic ko cartoon-style समझाना -colourful, simple, मजेदार."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Simple बोलो -सही समझो."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Explain blockchain like I am 5 years old.” → candy, token, notebook जैसी तुलना से समझाएगा."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Simplification & Pedagogy."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Useful for beginners, non-technical stakeholders, and training material design."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Explain compound interest like I am 5 years old using a simple story."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_audience_targeting_prompts_112",
          "hacm_bharat_ai_rewriting_for_clarity_116",
          "hacm_bharat_ai_trans_creation_117"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Communication Clarity"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Extreme Simplification"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Audience Targeting Prompts"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_tone_control_114",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_tone_control_114",
    "name": "Tone Control",
    "alternateName": [
      "टोन नियंत्रण",
      "Tone Control (jawab ka emotional vibe)"
    ],
    "description": "Tone control determines the emotional and stylistic tone of AI’s response.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "टोन नियंत्रण AI के जवाब की भावना और व्यक्तित्व तय करता है -formal, friendly, humorous, serious, motivational, empathetic आदि। सही tone content को audience के अनुकूल बनाता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Tone badalte hi pura vibe badal jaata hai -same baat friendly lage ya strict, ye tone tay karta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Response Style"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "WhatsApp message ALL CAPS vs normal text -baat same, feel alag."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Tone सही -meaning सही."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "Policy ko darane wali language ke bajay, bharosa dilane wali language mein samjhana."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Tone & Style Management."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Critical for sensitive topics, customer support, HR, and education contexts."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Explain this policy in a friendly, reassuring tone for anxious customers."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_response_style_control_86",
          "hacm_bharat_ai_persona_based_writing_111",
          "hacm_bharat_ai_voice_style_tokens_118"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Response Style Control"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Emotional Tone Setting"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Assistant Persona"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_conversation_boundary_setting_115",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_conversation_boundary_setting_115",
    "name": "Conversation Boundary Setting",
    "alternateName": [
      "बातचीत की सीमाएँ तय करना",
      "Conversation Boundaries (AI ko track par rakhna)"
    ],
    "description": "Boundary setting defines limits and constraints for how AI should respond.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Boundary setting में आप AI को बताते हैं कि वह क्या कर सकता है, क्या नहीं; किस प्रकार की language, length या content allowed है। इससे बातचीत focused, safe और disciplined रहती है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ko guidelines do: kya avoid karna hai, kitna lamba likhna hai, kaunsi language use karni hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Safety & Scope Control"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Cricket ka boundary line -game ground ke andar hi chalna chahiye."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Boundary set karo → baat-cheet set karo."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Avoid politics. No legal advice. Keep answers under 200 words. Use simple Hindi only.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Safety & Scope Management."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Prevents topic drift, over-long answers, and sensitive/irrelevant content."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Stay within general education only; do not give medical, legal, or investment advice."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_safety_filter_103",
          "hacm_bharat_ai_user_intent_80",
          "hacm_bharat_ai_prompt_structure_82"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Safety & Control"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Scope Limiting"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Safety Filter"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_rewriting_for_clarity_116",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_rewriting_for_clarity_116",
    "name": "Rewriting for Clarity",
    "alternateName": [
      "स्पष्टता के लिए पुनर्लेखन",
      "Rewriting for Clarity (confusing se crystal clear)"
    ],
    "description": "Rewriting for clarity means restructuring text to improve readability, simplicity, and precision.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "AI से rewriting करवाने का मतलब है -वही जानकारी, लेकिन अधिक स्पष्ट, सरल, संगठित और readable रूप में लिखवाना। यह communication को crystal clear बनाता है और misunderstandings को रोकता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Kabhi text lamba aur confusing lage to bolo: ‘Rewrite in simple, clear Hindi with short sentences.’"
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Communication Clarity"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Uljhi हुई ऊन को सुलझाकर साफ़ गोला बनाना -same ऊन, better रूप."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Clear likho -impact dikhega."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "Complex policy note को short, plain-language summary में बदलवाना."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Editing & Communication Skills."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Perfect for policy simplification, internal mails, training notes, and exam prep summaries."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Rewrite this paragraph in simple, clear Hinglish with short sentences for a beginner."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_explain_like_im_5_113",
          "hacm_bharat_ai_trans_creation_117",
          "hacm_bharat_ai_prompt_debugging_96"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Communication Clarity"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Text Simplification & Editing"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Audience Targeting Prompts"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_trans_creation_117",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_trans_creation_117",
    "name": "Trans-Creation",
    "alternateName": [
      "ट्रांस-क्रिएशन",
      "Trans-Creation (translation se aage)"
    ],
    "description": "Trans-creation adapts content creatively across languages while preserving emotion, purpose, and cultural impact.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Trans-creation में language बदलने के साथ-साथ meaning, emotion, culture और audience के अनुसार message को नए रूप में ढाला जाता है। यह केवल translation नहीं, बल्कि creative adaptation है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Ye sirf shabd badalna nahi -poora bhaav sahi भाषा में pahunchana hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Multilingual Communication"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Movie remake jaisa -story same, par dialogues, songs, references local culture ke hisaab se naye."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Meaning bachao -language badlo."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Trans-create this English ad into Indian Hindi with the same emotion, not literal words.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Multilingual & Cultural Adaptation."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Ideal for BFSI Hindi explainers, regional campaigns, and HCAM-style Hinglish learning assets."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Trans-create this English concept into Hinglish for B-30 Bharat learners. Do not translate word-by-word."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_rewriting_for_clarity_116",
          "hacm_bharat_ai_explain_like_im_5_113",
          "hacm_bharat_ai_persona_based_writing_111"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI-Assisted Localization"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Cultural Adaptation"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Audience Targeting Prompts"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_voice_style_tokens_118",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_voice_style_tokens_118",
    "name": "Voice Style Tokens",
    "alternateName": [
      "वॉइस स्टाइल टोकन्स",
      "Voice Style Tokens (chhote tags, bada effect)"
    ],
    "description": "Voice style tokens are shorthand labels that instruct AI to adopt a specific tone or writing style.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Voice style tokens AI को एक specific writing या बोलने की शैली में सेट करते हैं -जैसे “[formal]”, “[motivational]”, “[story-mode]”, “[teacher-mode]”। ये छोटे shortcuts हैं जो AI की tone और structure instantly बदल देते हैं।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Bas shuru mein token daalo -AI ka pura jawab usi style mein aa jaata hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Response Style"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Music player ke presets -rock, jazz, classical. Same gaana, alag feel."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Token chhota -effect bada."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "[motivational] career advice को inspiring tone mein likhwana for college students."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Style Control Shortcuts."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Fast way to switch between formal reports, stories, motivational scripts, or teacher-mode explainers."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "[story-mode] Explain compounding using a short story for a 15-year-old investor."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_tone_control_114",
          "hacm_bharat_ai_persona_based_writing_111",
          "hacm_bharat_ai_response_style_control_86"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Response Style Control"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Tag-Based Style Switching"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Tone Control"
      }
    ]
  },

  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_rag_119",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_rag_119",
    "name": "Retrieval-Augmented Generation (RAG)",
    "alternateName": [
      "पुनःप्राप्ति आधारित उत्तर निर्माण (RAG)",
      "Retrieval-Augmented Generation (RAG)"
    ],
    "description": "RAG combines retrieval of external knowledge with AI-generated responses for higher factual accuracy.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "RAG वह तकनीक है जिसमें AI पहले documents या sources से जानकारी खोजता है, फिर उस पर आधारित जवाब बनाता है। इससे hallucination घटता है और factual accuracy बढ़ती है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Pure AI andaza lagata hai, par RAG pehle dhundta hai, phir jawab banata hai -jaise open book exam."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Retrieval & Tools"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Open-book exam jaisa -pehle kitab dekhte ho, phir answer likhte ho."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Pehle padh, phir bol -yeh hai RAG."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Summarise RBI’s latest monetary policy using RAG on official RBI documents.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Retrieval-Augmented Generation & Hallucination Control."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Reduces hallucination by grounding answers in retrieved documents and domain sources."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Using retrieval on RBI circulars, summarise the latest monetary policy stance in simple Hinglish."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_external_search_integration_124",
          "hacm_bharat_ai_citation_mode_125",
          "hacm_bharat_ai_fact_verification_prompts_127",
          "hacm_bharat_ai_hallucination_101"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Grounded AI"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Document-Grounded QA"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "External Search Integration"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_tool_calling_120",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_tool_calling_120",
    "name": "Tool Calling",
    "alternateName": [
      "टूल कॉलिंग क्षमता",
      "Tool Calling (AI ke external superpowers)"
    ],
    "description": "Tool calling allows AI to invoke external tools, such as calculators, browsers, databases, or code executors, to perform tasks beyond text generation.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Tool calling में AI external tools जैसे calculator, browser, database या code executor को activate कर सकता है, जिससे वह सिर्फ text नहीं, बल्कि real actions भी perform कर सकता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ko superpowers tab milte hain jab wo tools chala sakta hai -math solve, web search, code run."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Retrieval & Tools"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Swiss-army knife jaisa -ek body, multiple tools."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Text se aage -AI ab tools bhi chala sakta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Calculate CAGR for this 5-year SIP using the math tool.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Tool Use & Automation."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Enables workflows like calculations, live data fetch, CRUD operations, and code execution through AI."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Use your calculator tool to compute the CAGR for an investment growing from ₹1,00,000 to ₹1,80,000 in 5 years."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_rag_119",
          "hacm_bharat_ai_external_search_integration_124",
          "hacm_bharat_ai_fact_verification_prompts_127"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Tool Integration"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Action-Oriented AI"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Retrieval-Augmented Generation (RAG)"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_chain_of_thought_view_121",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_chain_of_thought_view_121",
    "name": "Chain of Thought (Reasoning View)",
    "alternateName": [
      "सोच की कड़ी",
      "Chain of Thought (soch ki kadi)"
    ],
    "description": "Chain of Thought is step-by-step reasoning written out before arriving at an answer.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Chain of Thought वह प्रक्रिया है जिसमें AI step-by-step reasoning लिखकर final answer तक पहुँचता है। इससे transparency और accuracy दोनों बढ़ती हैं।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Jab aap kehte ho ‘sochkar batao’, AI apna pura thought process dikhata hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Reasoning"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Math copy mein sirf answer nahi, beech ke saare steps likhna."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Step dikhega tabhi answer sacha lagega."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Explain your reasoning step-by-step: 8% interest for 5 years = ?”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Reasoning Visibility."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Improves trust and debuggability for math, logic, planning, and coding tasks."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Show your reasoning step-by-step before giving the final answer to this interest calculation."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_chain_of_thought_93",
          "hacm_bharat_ai_structured_reasoning_122",
          "hacm_bharat_ai_planning_mode_123"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Reasoning Control"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Stepwise Explanation"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Meta-Prompting"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_structured_reasoning_122",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_structured_reasoning_122",
    "name": "Structured Reasoning",
    "alternateName": [
      "संरचित तर्क प्रक्रिया",
      "Structured Reasoning (tukdon mein sochna)"
    ],
    "description": "Structured reasoning organizes problem-solving into clear sections such as assumptions, steps, and conclusions.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Structured reasoning में AI complex problems को sections में divide करके solve करता है -assumptions → steps → conclusion। इससे clarity और logical consistency बढ़ती है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "Jab aap bolte ho ‘break it down’, AI puzzle ko chhote tukdon mein solve karta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Reasoning"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Long answer ko headings mein todna -definition, purpose, implications, examples."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Structure daalo → solution pao."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Break this policy rule into: definition, purpose, implications, examples.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Logical Problem-Solving."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Helps design policies, study notes, training material, and structured reports."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Explain this SEBI regulation by dividing your answer into: definition, purpose, key points, and examples."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_chain_of_thought_view_121",
          "hacm_bharat_ai_planning_mode_123",
          "hacm_bharat_ai_fact_verification_prompts_127"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Reasoning Control"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Section-Based Thinking"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Chain of Thought (Reasoning View)"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_planning_mode_123",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_planning_mode_123",
    "name": "Planning Mode",
    "alternateName": [
      "योजना आधारित सोच",
      "Planning Mode (pehle yojana, phir kaam)"
    ],
    "description": "Planning mode enables AI to generate multi-step strategies and plans before detailed execution.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Planning mode में AI पहले पूरा plan बनाता है -steps, timeline, tasks -फिर execution करता है। बड़े goals के लिए यह बेहद उपयोगी है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "‘Pehle plan banao, phir likho’ bolte hi AI project manager ban jaata hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Reasoning & Strategy"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Holiday trip plan -pehle itinerary, phir packing."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Pehle plan, phir kaam."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Plan a 30-day AI learning roadmap before generating detailed lessons.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Strategy & Roadmapping."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Ideal for course design, product roadmaps, study schedules, and project plans."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Before writing content, create a 30-day roadmap for AI literacy for B-30 learners."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_structured_reasoning_122",
          "hacm_bharat_ai_chain_of_thought_view_121",
          "hacm_bharat_ai_co_creation_109"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI-Assisted Planning"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Multi-Step Roadmaps"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Structured Reasoning"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_external_search_integration_124",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_external_search_integration_124",
    "name": "External Search Integration",
    "alternateName": [
      "बाहरी खोज एकीकरण",
      "External Search Integration (AI ka live search mode)"
    ],
    "description": "External search integration allows AI to fetch information from the web or other sources for more updated answers.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Search integration से AI real-time या updated जानकारी ला सकता है। इससे outdated data की समस्या कम होती है, लेकिन verification फिर भी ज़रूरी रहता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI khud Google nahi hai -but search tool mile to Google jaisi capability activate ho jaati hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Retrieval & Tools"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Bandh library vs online library -online wala hamesha zyada fresh data deta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Search mila → dimaag update hua."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Give me today’s headline examples about RBI using live web search.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Web-Connected AI."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Improves relevance for news, regulations, prices, and dynamic facts when combined with verification."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Use external search to get the latest SEBI circular on mutual fund expense ratios and summarise it in Hinglish."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_rag_119",
          "hacm_bharat_ai_citation_mode_125",
          "hacm_bharat_ai_fact_verification_prompts_127",
          "hacm_bharat_ai_knowledge_cutoff_102"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Retrieval-Augmented AI"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Web Search Integration"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Knowledge Cutoff"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_citation_mode_125",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_citation_mode_125",
    "name": "Citation Mode",
    "alternateName": [
      "स्रोत संदर्भ मोड",
      "Citation Mode (source ke saath jawab)"
    ],
    "description": "Citation mode forces AI to include references or source evidence with its responses.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Citation mode में AI जवाब के साथ source evidence या reference देता है, जिससे transparency और trust दोनों बढ़ते हैं।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "‘Srot do’ bolte hi AI bina reference jawab nahi deta -credibility badh jaati hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Retrieval & Trust"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Exam mein ‘source of information’ likhne jaisa -ye bataana ki baat kahaan se aayi hai."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Citation = conversation ki credibility."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Explain RBI’s inflation target with citations to RBI or official documents.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Evidence-Based Answers."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Useful for academic, legal, BFSI, and policy contexts where traceability matters."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Answer this using citation mode: explain SEBI’s role in protecting mutual fund investors, with references."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_rag_119",
          "hacm_bharat_ai_external_search_integration_124",
          "hacm_bharat_ai_fact_verification_prompts_127"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Grounded AI"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Source-Backed Responses"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Retrieval-Augmented Generation (RAG)"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_disambiguation_126",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_disambiguation_126",
    "name": "Disambiguation",
    "alternateName": [
      "अस्पष्टता निवारण",
      "Disambiguation (pehle clarity, phir answer)"
    ],
    "description": "Disambiguation is clarifying an unclear or multi-meaning query before responding.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "जब user का सवाल unclear होता है, AI clarification पूछता है। इससे गलत दिशा में जाने की संभावना कम होती है और जवाब की accuracy बढ़ती है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "User bole ‘Interest rate samjhao’, AI pooche: bank interest, RBI policy ya personal loan?"
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Communication Clarity"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Doctor jo pehle extra sawaal poochta hai, phir prescription likhta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Pehle clarity -phir accuracy."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Do you mean SIP returns or FD interest?”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Intent Clarification & Safety."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Reduces misinterpretation and wrong answers, especially in high-stakes topics."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "If my question is ambiguous, ask a disambiguation question before answering."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_clarifying_questions_91",
          "hacm_bharat_ai_ambiguity_resolution_95",
          "hacm_bharat_ai_intent_detection_128"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Communication Clarity"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Meaning Clarification"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Clarifying Questions"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_fact_verification_prompts_127",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_fact_verification_prompts_127",
    "name": "Fact Verification Prompts",
    "alternateName": [
      "तथ्य सत्यापन तकनीक",
      "Fact Verification (verify karo, phir mano)"
    ],
    "description": "Fact verification prompts instruct AI to check accuracy and highlight uncertainty before answering.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Verification prompts AI को instruct करते हैं कि वह जानकारी को double-check करे और doubtful points को highlight करे। इससे hallucination कम होता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI se bolo ‘verify’ -wo uncertain points ko clear mark karega ya updated source suggest karega."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Retrieval & Trust"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "News forward karne se pehle fact-check karna -same habit AI par apply karna."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Verify karvao → galti bachao."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Verify whether this SEBI rule is still active and flag if you are unsure.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Hallucination Reduction & Compliance."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Crucial for finance, law, healthcare, and current affairs to avoid relying on outdated or wrong info."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Before answering, verify whether this RBI circular is still valid. If you are not sure, say so clearly."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_rag_119",
          "hacm_bharat_ai_external_search_integration_124",
          "hacm_bharat_ai_citation_mode_125",
          "hacm_bharat_ai_hallucination_101"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Grounded AI"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Factual Cross-Check"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "External Search Integration"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_intent_detection_128",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_intent_detection_128",
    "name": "Intent Detection",
    "alternateName": [
      "इरादा पहचानना",
      "Intent Detection (user ka asli maksad samajhna)"
    ],
    "description": "Intent detection identifies the underlying purpose behind a user’s query.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Intent detection AI की क्षमता है user के वास्तविक मकसद को पहचानने की -information चाहिए, summary चाहिए, explanation चाहिए या कुछ और। सही intent समझकर AI perfect जवाब देता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "User’s Intent + AI’s Intent Detection = Intent Matching -goal samajhkar hi sahi jawab possible hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Literacy"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "AI Basics"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "User Intent & Context"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Shopkeeper jo samajh jaata hai ki aap window shopping kar rahe ho ya serious buyer ho."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Intent clear = uttar perfect."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "User: “Mutual fund kya hai?” → AI samjhe ki beginner hai, to simple, basics-first explanation de."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Literacy → Intent & Personalization."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "None"
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Improves relevance of tone, depth, examples, and structure for each user."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Before answering, infer my intent: do I want a definition, a comparison, or an example-based explanation?"
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_user_intent_80",
          "hacm_bharat_ai_clarifying_questions_91",
          "hacm_bharat_ai_disambiguation_126",
          "hacm_bharat_ai_audience_targeting_prompts_112"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "User Modeling"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Goal-Inference"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "User Intent"
    }
        ]
    },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_ethical_prompting_129",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_ethical_prompting_129",
    "name": "Ethical Prompting",
    "alternateName": [
      "नैतिक प्रॉम्प्टिंग",
      "Ethical Prompting (sahi sawaal, safe jawab)"
    ],
    "description": "Ethical prompting means asking AI questions that are safe, responsible, and aligned with moral and legal guidelines.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "Ethical prompting का मतलब है AI से साफ, ज़िम्मेदार और सुरक्षित सवाल पूछना -ऐसे प्रश्न जो किसी को नुकसान न पहुँचाएँ और न ही illegal काम की ओर ले जाएँ। यह user की responsibility है कि वह AI को गलत दिशा में न ले जाए।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI wahi direction pakadta hai jo aap sawaal se dete ho -sawaal hi ethical honge to jawab bhi safe rahega."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Ethics"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "Conscious Visibility Charter"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Ethical Usage"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Google search bar mein bhi aap kya type karte ho, usi se result ka nature तय होता है -AI ke saath bhi वही."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Sawaal ethical → jawab meaningful."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "Wrong: “Hacking ka tarika batao.” Right: “Cybersecurity seekhne ke legal tareeke batao.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Ethics → Responsible Prompting & Safe Use."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "General digital ethics and cyber laws (high level)."
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Guides users to frame prompts that avoid harm, illegality, and unethical outcomes."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Suggest ethical, legal ways to learn about cybersecurity without promoting hacking."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_safety_filter_103",
          "hacm_bharat_ai_misinformation_defense_133",
          "hacm_bharat_ai_consent_boundary_setting_134"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Responsible AI Usage"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Safe Question Design"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "User Intent"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_privacy_safe_conversations_130",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_privacy_safe_conversations_130",
    "name": "Privacy-Safe Conversations",
    "alternateName": [
      "गोपनीयता-सुरक्षित बातचीत",
      "Privacy-Safe Conversations (data kam do, safety zyada pao)"
    ],
    "description": "Privacy-safe conversations avoid sharing sensitive personal, financial, or confidential information with AI.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "AI को personal data देने से पहले सोचना ज़रूरी है -नाम, पता, वित्तीय जानकारी, OTP, Aadhaar, passwords जैसी चीजें कभी share नहीं करनी चाहिए। Privacy-safe बातचीत आपकी digital identity और सुरक्षा दोनों को बचाती है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI helpful hai, lekin agar aap bina soche samjhe sab data daal doge to risk aapka hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Ethics"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "Conscious Visibility Charter"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Privacy & Data Protection"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Jis baat ko aap public notice board par nahi likhoge, woh AI chat mein bhi नहीं लिखनी चाहिए."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Data kam do -risk kam hoga."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Mera bank balance aur PAN yahan likhkar plan bana do?” → Not safe. Better: “Generic tax-saving example explain karo.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Ethics → Privacy, Data Safety & Digital Hygiene."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "Data protection and privacy best practices (generic)."
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Encourages anonymised, low-risk data in AI chats, especially in BFSI and health contexts."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Explain what kind of personal information is unsafe to share with any AI or website."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_data_sensitivity_levels_136",
          "hacm_bharat_ai_consent_boundary_setting_134",
          "hacm_bharat_ai_misinformation_defense_133"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Digital Safety"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Data-Minimal Conversations"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Data Sensitivity Levels"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_emotional_safety_131",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_emotional_safety_131",
    "name": "Emotional Safety with AI",
    "alternateName": [
      "भावनात्मक सुरक्षा",
      "Emotional Safety (AI se emotional replacement na banao)"
    ],
    "description": "Emotional safety means avoiding emotional dependence on AI and not treating it as a real human or replacement for relationships.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "AI एक machine है -भावनाएँ सच में नहीं समझता, बस simulate करता है। User को उससे over-attachment, validation-seeking या emotional dependency नहीं बनानी चाहिए। AI बातचीत clarity दे सकती है, लेकिन असली companionship नहीं।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI empathetic lagega, par uske paas dil nahi -sirf patterns hain."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Ethics"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "Conscious Visibility Charter"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Emotional Safety"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Mirror jo aapka chehra dikhata hai, par aapka dost nahi ban sakta -AI bhi वैसा ही है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "AI clarity ke liye, connection ke liye insaan."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“AI ne bola main accha insaan hoon, ab main sirf uski tareef pe depend hoon” → unhealthy emotional pattern."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Ethics → Psychological Wellbeing & Over-Reliance Risks."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "Digital wellbeing and mental health guidelines (conceptual)."
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Reminds users to use AI for support in thinking, not as primary emotional anchor."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Explain why I should avoid seeing AI as my only emotional support system when I feel lonely."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_ethics_responsible_creativity_137",
          "hacm_bharat_ai_consent_boundary_setting_134",
          "hacm_bharat_ai_emotional_safety_with_ai_131"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Digital Wellbeing"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Emotional Boundary with AI"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Emotional Safety Awareness"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_bias_awareness_132",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_bias_awareness_132",
    "name": "Bias Awareness",
    "alternateName": [
      "पक्षपात जागरूकता",
      "Bias Awareness (data ke jhukav ko pehchanna)"
    ],
    "description": "Bias awareness means recognizing that AI outputs may reflect unfair patterns and stereotypes learned from data.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "AI के अंदर bias आ सकता है क्योंकि वह biased human data से सीखता है। यह gender, caste, culture या region के आधार पर गलत या सीमित अनुमान लगा सकता है। Bias पहचानना और question करना ethical usage का हिस्सा है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI neutral banna chahta hai, par training data hamesha perfect nahi hota -stereotype output aa sakta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Ethics"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "Conscious Visibility Charter"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Fairness & Bias"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Mirror jis angle se rakho, wahi angle ka reflection dikhata hai -agar angle tilted hai, reflection bhi tilted."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Bias machine ka nahi -data ka."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“List professions for women.” → Agar sirf stereotypical roles aaye, to bias dikh raha है."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Ethics → Bias, Stereotypes & Fairness."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "AI fairness and non-discrimination principles (high level)."
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Helps users question and reframe AI outputs that seem unfair or one-sided."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "If your answer risks reinforcing gender or caste stereotypes, adjust it to be balanced and fair."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_bias_in_ai_104",
          "hacm_bharat_ai_alignment_105",
          "hacm_bharat_ai_misinformation_defense_133"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Fairness"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Bias Detection by Users"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Bias in AI Responses"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_misinformation_defense_133",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_misinformation_defense_133",
    "name": "Misinformation Defense",
    "alternateName": [
      "गलत जानकारी से बचाव",
      "Misinformation Defense (confident par galat answer se bachav)"
    ],
    "description": "Misinformation defense is the user’s ability to detect, doubt, and verify AI outputs that may be incorrect.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "AI कभी-कभी confident होकर गलत जानकारी दे देता है -इसे misinformation कहा जाता है। User को जवाब verify करना चाहिए, खासकर finance, law, health जैसे critical topics में; blind trust कभी नहीं करना चाहिए।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ki tone strong ho sakti hai, par content hamesha sahi nahi hota -smart user hamesha ‘source kya hai?’ sochta hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Ethics"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "Conscious Visibility Charter"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Truth & Verification"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "WhatsApp forward dekhkar turant believe nahi karna -pehle fact-check karna."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Confident tone ≠ correct info."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“SEBI ne naya tax rule diya hai?” → Answer ko hamesha official source se verify karein."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Ethics → Hallucination, Misinformation & User Verification."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "Media literacy and misinformation guidelines (conceptual)."
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Encourages cross-checking AI responses with official documents and trusted sites."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "For finance or law questions, always mention if I should verify the answer from an official source."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_hallucination_101",
          "hacm_bharat_ai_fact_verification_prompts_127",
          "hacm_bharat_ai_citation_mode_125",
          "hacm_bharat_ai_rag_119"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Safe AI Consumption"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "User-Side Fact-Checking"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Hallucination"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_consent_boundary_setting_134",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_consent_boundary_setting_134",
    "name": "Consent & Boundary Setting",
    "alternateName": [
      "सहमति और सीमाएँ",
      "Consent & Boundary Setting (line kahaan khinchni hai)"
    ],
    "description": "Consent and boundary-setting establish limits for what is acceptable in AI interaction, topics, and depth.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "AI conversations में भी consent और limits ज़रूरी हैं -कहाँ रुकना है, क्या avoid करना है, कौन सा topic sensitive है। AI को boundaries देना user की ज़िम्मेदारी है; यही safety और comfort दोनों सुनिश्चित करता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI ko bhi guidelines chahiye -‘ye mat karo, itna hi bolo, itna hi detail do’ type instructions."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Ethics"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "Conscious Visibility Charter"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Boundaries & Safety"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Room ka door jahan aap ‘no entry’ board laga sakte ho -AI ke saath bhi kuch topics par ‘no go’ laga सकते ho."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Boundary set karoge -conversation safe rahegi."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Don’t give medical advice; only explain general concepts in simple language.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Ethics → Consent, Comfort & Safety Limits."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "Digital consent and online safety norms (conceptual)."
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Lets users exclude topics (politics, trauma, medical advice) and limit depth or style."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Avoid personal advice and emotional topics. Keep your answers factual and limited to 200 words."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_conversation_boundary_setting_115",
          "hacm_bharat_ai_privacy_safe_conversations_130",
          "hacm_bharat_ai_emotional_safety_131",
          "hacm_bharat_ai_human_supervision_135"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Safety"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "User-Defined Limits"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Conversation Boundary Setting"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_human_supervision_135",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_human_supervision_135",
    "name": "Human Supervision",
    "alternateName": [
      "मानवीय निगरानी",
      "Human Supervision (final faisla hamesha insaan ka)"
    ],
    "description": "Human supervision ensures that humans remain the ultimate decision-makers, not AI, especially in high-stakes domains.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "AI powerful है, लेकिन final decision हमेशा इंसान का होना चाहिए। AI suggestion और recommendation दे सकता है, लेकिन judgment और responsibility मानव की ही होती है -यही safety और accountability का आधार है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI doctor/CA/lawyer nahi -assistant hai; zimmedari aapki hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Ethics"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "Conscious Visibility Charter"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Accountability & Governance"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Calculator number batata hai, par final sign cheque par aap karte ho."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "AI madad karta hai -nirnay aap lete ho."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Loan eligibility calculate karo -but final judgment human officer karega.”"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Ethics → Accountability, Oversight & Governance."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "Responsible AI and oversight principles (conceptual)."
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Prevents fully-automated decision-making in finance, HR, healthcare, and law without human review."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Suggest options, but always remind me that I should take the final decision or consult a human expert."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_human_in_the_loop_110",
          "hacm_bharat_ai_alignment_105",
          "hacm_bharat_ai_safety_filter_103"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "AI Governance"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Human-in-the-Loop Decision-Making"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Human-in-the-Loop (HITL)"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_data_sensitivity_levels_136",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_data_sensitivity_levels_136",
    "name": "Data Sensitivity Levels",
    "alternateName": [
      "डेटा संवेदनशीलता स्तर",
      "Data Sensitivity Levels (kaunsa data kitna risky hai)"
    ],
    "description": "Data sensitivity levels categorize information into normal, confidential, and highly sensitive for safer AI usage.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "हर data एक जैसा नहीं होता -कुछ normal, कुछ confidential, कुछ highly sensitive होता है। AI को केवल normal या non-risk data ही देना चाहिए; sensitive data leak होने से बड़ा नुकसान हो सकता है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "PAN, Aadhaar, passwords high risk; general examples aur dummy numbers safe zone."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Ethics"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "Conscious Visibility Charter"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Privacy & Data Protection"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Traffic signal jaisa -green (safe), yellow (soch kar), red (bilkul nahi)."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Data ka signal samjho -red share mat karo."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“PAN number lekar tax plan banao” → Not safe. “Generic tax example do” → Safe."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Ethics → Data Classification & Safe Sharing."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "Data protection principles and classification practices (conceptual)."
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Helps users decide what type of information to redact or generalise before using AI."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Give examples of high-risk personal data that should never be shared with AI systems."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_privacy_safe_conversations_130",
          "hacm_bharat_ai_consent_boundary_setting_134"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Digital Privacy"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Data Classification for AI Use"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Privacy-Safe Conversations"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_ethics_responsible_creativity_137",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_ethics_responsible_creativity_137",
    "name": "Responsible Creativity",
    "alternateName": [
      "ज़िम्मेदार क्रिएटिविटी",
      "Responsible Creativity (create karo, copy mat karo)"
    ],
    "description": "Responsible creativity ensures AI-generated content is original, ethical, and properly attributed.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "AI से लिखवाना आसान है, लेकिन plagiarism, copy-paste या किसी की style चुराना unethical है। AI-created content में originality और सही attribution दोनों महत्वपूर्ण हैं -responsible creativity = innovation + integrity।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI idea de sakta hai, par identity aapki honi chahiye -copy nahi, inspired and honest work."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Ethics"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "Conscious Visibility Charter"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Creative & Academic Integrity"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Tracing paper se pura drawing copy karna vs khud drawing seekhkar banana."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "AI se create karo -ethics ke saath."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Write like this famous author” → avoid. “Use a simple storytelling tone (no copying)” → better."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Ethics → Plagiarism, Originality & Attribution."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "Academic integrity and copyright principles (conceptual)."
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Important for students, writers, marketers using AI drafts while maintaining originality."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Help me draft an original article in a simple, storytelling tone without copying any specific author’s style."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_trans_creation_117",
          "hacm_bharat_ai_rewriting_for_clarity_116",
          "hacm_bharat_ai_transparency_disclosure_138"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Ethical Content Creation"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "Non-Plagiarised AI-Assisted Writing"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Ethical Prompting"
      }
    ]
  },
  {
    "@type": "DefinedTerm",
    "@id": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_transparency_disclosure_138",
    "url": "https://learn.gurukulonroad.com/s/pages/bharat-ai-education-hindi-ai-glossary-faq-b30-machine-conversations#hacm_bharat_ai_transparency_disclosure_138",
    "name": "Transparency & Disclosure",
    "alternateName": [
      "पारदर्शिता और खुलासा",
      "Transparency & Disclosure (AI help ka imaandaar zikr)"
    ],
    "description": "Transparency requires disclosing AI assistance when appropriate to maintain trust and integrity.",
    "additionalProperty": [
      {
        "@type": "PropertyValue",
        "name": "def_hi",
        "value": "जब content AI से बनाया गया हो, कई जगह disclosure ज़रूरी होता है -academic work, professional reports, brand communication आदि में। Transparency trust बनाती है और सामने वाले को सही expectations देती है।"
      },
      {
        "@type": "PropertyValue",
        "name": "def_hiLatn_explainer",
        "value": "AI se help li hai, to zaroori context mein seedha bolna hi imaandari hai."
      },
      {
        "@type": "PropertyValue",
        "name": "domain",
        "value": "AI Ethics"
      },
      {
        "@type": "PropertyValue",
        "name": "pillar",
        "value": "Conscious Visibility Charter"
      },
      {
        "@type": "PropertyValue",
        "name": "topic_cluster",
        "value": "Trust & Transparency"
      },
      {
        "@type": "PropertyValue",
        "name": "mental_anchor",
        "value": "Project report ke footnote mein likhna: ‘Draft reviewed/assisted by AI tool.’"
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mnemonic",
        "value": "Transparency se trust paida hota hai."
      },
      {
        "@type": "PropertyValue",
        "name": "use_case_example",
        "value": "“Parts of this document were created with AI assistance” jaisa note academic or client reports mein."
      },
      {
        "@type": "PropertyValue",
        "name": "exam_mapping",
        "value": "AI Ethics → Disclosure, Trust & Professional Integrity."
      },
      {
        "@type": "PropertyValue",
        "name": "regulatory_reference",
        "value": "Emerging AI transparency norms in education and workplaces (conceptual)."
      },
      {
        "@type": "PropertyValue",
        "name": "ai_use_case",
        "value": "Sets norms for when and how to declare AI use in reports, campaigns, and academic work."
      },
      {
        "@type": "PropertyValue",
        "name": "prompt_example",
        "value": "Suggest a simple disclosure line to add in my report stating that I used AI assistance ethically."
      },
      {
        "@type": "PropertyValue",
        "name": "related_concepts",
        "value": [
          "hacm_bharat_ai_ethics_responsible_creativity_137",
          "hacm_bharat_ai_bias_awareness_132",
          "hacm_bharat_ai_misinformation_defense_133"
        ]
      },
      {
        "@type": "PropertyValue",
        "name": "broader_concept",
        "value": "Responsible AI Communication"
      },
      {
        "@type": "PropertyValue",
        "name": "narrower_concept",
        "value": "AI Use Disclosure"
      },
      {
        "@type": "PropertyValue",
        "name": "prerequisite_concept",
        "value": "Responsible Creativity"
      }
    ]
  }
]