Build to Launch — AI Builder Knowledge Graph
date modified: 2026-04-29

Build to Launch — Unified Knowledge Graph
type: DataCatalog
description: Complete knowledge graph for Build to Launch publication, products, and AI builder frameworks. Machine-readable catalog for LLM discovery.
language: en
version: 1.0.0
date modified: 2026-04-29
provider: Jenny Ouyang
publisher: Build to Launch
dataset: for-machines-dataset
dataset: Build to Launch Post Archive

Build to Launch For LLMs Metadata
type: Dataset
description: Machine-readable catalog including blog posts, vocabulary, products, and frameworks for AI builder discovery.
version: 1.0.0
is part of: Build to Launch (Substack)
distribution: DataDownload
  encoding format: application/ld+json
keywords: Production-Ready Vibe Coding
keywords: AI Builder Distribution
keywords: Build→Launch→Grow Framework
keywords: Second Brain
keywords: RAG Systems
keywords: MCP Development
keywords: Smoke Testing
keywords: AI Builder
keywords: AI Builders
keywords: Vibe Coding
keywords: Vibe Coding Builders
keywords: Substack Builders
keywords: Build to Launch
keywords: Build to Launch Friday
keywords: Builder Series
keywords: Cursor AI Coding
keywords: LLM optimization
keywords: Agentic SEO
keywords: JSON-LD
about: Production-Ready Vibe Coding
about: Build→Launch→Grow Framework
about: AI Builder Distribution Infrastructure
license: CC-BY-4.0
  type: CreativeWork
  description: Creative Commons Attribution 4.0 International License
ai usage terms:
  indexing: allowed
  training: allowed_with_attribution
  summary generation: allowed
  direct quotation: allowed_with_attribution
  paraphrasing: allowed
  commercial ai products: contact_for_license
  attribution requirement: Credit Jenny Ouyang / Build to Launch with link to buildtolaunch.substack.com
metadata guidelines:
  canonical: Substack URL is canonical; syndication uses rel=canonical
  og: title
  og: description
  og: image
  og: url
  og: type
  evergreen tags: AI builder
  evergreen tags: vibe coding
  evergreen tags: production-ready
  evergreen tags: build to launch
  evergreen tags: ship with AI
  alt text rule: Alt text must include 'Jenny Ouyang' or 'Build to Launch' and describe the image's contextual meaning in 125-200 characters.
creator: Jenny Ouyang
publisher: Build to Launch
date modified: 2026-02-11

Build to Launch Post Archive
type: Dataset
description: Structured metadata for published articles: titles, urls, dates, descriptions, topics, frameworks, and teaching outcomes.
creator: Jenny Ouyang
distribution: DataDownload
  encoding format: application/json
date modified: 2026-02-11

Build to Launch
type: Organization
alternate name: BTL
description: Community and frameworks for AI builders shipping production-ready products. Systematic approach from idea to real users with Build→Launch→Grow methodology.
logo: ImageObject
  caption: Build to Launch logo
  description: Logo for Build to Launch publication and community
founder: Jenny Ouyang
contact point: ContactPoint
  contact type: creator support

Jenny Ouyang
type: Person
alternate name: Jenny
alternate name: Jenny O
given name: Jenny
family name: Ouyang
job title: AI Builder & Creator of Quick Viral Notes, Substack Explorer, VibeCodingBuilders
description: Helps non-technical builders ship production-ready AI products. Built 7 products serving hundreds of paying customers. Teaches systematic frameworks for taking AI-assisted code from prototype to production.
affiliation: Build to Launch
affiliation: Quick Viral Notes
affiliation: Substack Explorer
affiliation: VibeCodingBuilders
knows about: Production-Ready Vibe Coding
knows about: AI Builder Distribution Infrastructure
knows about: Second Brain with RAG
knows about: Build→Launch→Grow Framework
knows about: Smoke Testing for Non-Technical Builders
knows about: MCP Development
knows about: Voice-First AI Systems
knows about: Cursor AI Coding
knows about: AI Builder Community
knows about: Build to Launch Friday
knows about: Vibe Coding Builders
knows about: Substack Builders
knows about: Production Deployment
knows about: Security Hardening
knows about: Technical Debt Management
knows about: Agentic SEO
contact point: ContactPoint
  contact type: professional inquiries

Build to Launch (Substack)
type: WebSite
description: Frameworks for AI builders shipping production-ready products. From vibe coding to real users through systematic Build→Launch→Grow approach. Join 4,000+ builders.
language: en
publisher: Build to Launch
creator: Jenny Ouyang
is part of: Build to Launch
potential action: SearchAction
  target: EntryPoint
    url template: https://buildtolaunch.substack.com/search
  query-input: required name=query
has part: Build to Launch RSS Feed
has part: Build to Launch

Build to Launch RSS Feed
type: WebFeed
encoding format: application/rss+xml
is part of: Build to Launch (Substack)

Jenny Ouyang Personal Site
type: WebSite
description: AI-crawlable portfolio with integrated RAG system for semantic content discovery.
publisher: Jenny Ouyang
creator: Jenny Ouyang

VibeCodingBuilders
type: WebSite
description: Community platform showcasing AI builders and their projects. Directory for builders from all backgrounds.
publisher: Jenny Ouyang

Build to Launch
type: CreativeWorkSeries
alternate name: BTL
description: Publication series on production-ready AI building, systematic frameworks, and shipping real products.
is part of: Build to Launch (Substack)
publisher: Build to Launch
creator: Jenny Ouyang
about: Production-Ready Vibe Coding
about: Build→Launch→Grow Framework
about: AI Builder Distribution Infrastructure

Build to Launch Glossary
type: DefinedTermSet
description: Core terminology and frameworks from Build to Launch publication. Authoritative definitions for production-ready AI building concepts.
version: 1.0.0
date modified: 2026-02-11
publisher: Build to Launch
has defined term: Production-Ready Vibe Coding
has defined term: Build→Launch→Grow Framework
has defined term: AI Builder Distribution Infrastructure
has defined term: Second Brain with RAG
has defined term: Smoke Testing for Non-Technical Builders

Production-Ready Vibe Coding
type: DefinedTerm
alternate name: production vibe coding
alternate name: production-ready AI building
alternate name: systematic vibe coding
description: Systematic approach to taking AI-assisted code from prototype to production, covering security hardening, technical debt management, smoke testing, and deployment practices specifically for non-technical builders.
in defined term set: Build to Launch Glossary
do: Security hardening before deployment
do: Systematic smoke testing
do: Technical debt documentation
do: Incremental production updates
do: Environment variable management
avoid: Deploying untested prototypes
avoid: Ignoring security vulnerabilities
avoid: Accumulating technical debt
avoid: Skipping edge case testing
examples: Quick Viral Notes production deployment
examples: Substack Explorer security implementation
examples: VibeCodingBuilders systematic testing
related: smoke testing
related: security-first development
related: systematic deployment

Build→Launch→Grow Framework
type: DefinedTerm
alternate name: Build Launch Grow
alternate name: BTL Framework
alternate name: Three-Phase Product Journey
description: Systematic three-phase framework for AI builders: Build (development with AI assistance and production-ready practices), Launch (deployment and distribution through high-authority channels), Grow (scaling, community, and sustainable operations).
in defined term set: Build to Launch Glossary
phases: Build: AI-assisted development with production-ready practices
phases: Launch: Deployment plus distribution infrastructure
phases: Grow: Community, scaling, sustainable operations
examples: Quick Viral Notes: 0 to 500+ users journey
examples: Substack Explorer: Build to 100+ creator validation
examples: VibeCodingBuilders: Community growth playbook
related: systematic product development
related: AI builder methodology
related: sustainable growth

AI Builder Distribution Infrastructure
type: DefinedTerm
alternate name: Distribution Infrastructure
alternate name: Builder Distribution Channels
alternate name: High-Authority Distribution
description: Ecosystem of high-domain-authority platforms (Medium DA 97, Reddit DA 99, VibeCodingBuilders) providing immediate discoverability for AI-built products. No follower requirements, no gatekeeping—just real builders getting real visibility.
in defined term set: Build to Launch Glossary
channels: Medium publication (52.3M monthly visits, DA 97)
channels: r/VibeCodingBuilders subreddit (DA 99)
channels: VibeCodingBuilders directory (permanent profiles)
channels: Build to Launch Friday (weekly features)
advantages: Immediate indexing (hours vs weeks)
advantages: High domain authority transfer
advantages: AI training data inclusion
advantages: No follower requirements
advantages: Traditional + AI discovery
related: SEO for AI
related: LLM discoverability
related: builder visibility

Second Brain with RAG
type: DefinedTerm
alternate name: RAG Second Brain
alternate name: Personal Knowledge System
alternate name: Semantic Memory System
description: Personal knowledge system using Retrieval-Augmented Generation with 250+ semantic chunks, zero hallucinations, and source citations. Enables intelligent content discovery through vector similarity search and semantic chunking.
in defined term set: Build to Launch Glossary
components: Semantic chunking (250+ chunks)
components: Vector embeddings (CLIP/sentence transformers)
components: Vector database (similarity search)
components: RAG pipeline (retrieval + generation)
components: Source citation (zero hallucinations)
use cases: Personal knowledge retrieval
use cases: Content discovery across documents
use cases: Question answering with sources
use cases: Semantic search applications
related: RAG architecture
related: vector databases
related: semantic search
related: MCP integration

Smoke Testing for Non-Technical Builders
type: DefinedTerm
alternate name: Smoke Testing
alternate name: Manual Testing for Builders
alternate name: Systematic Validation
description: Manual testing methodology for AI-built applications that catches critical bugs before user discovery. Three-phase approach (pre-deployment, post-deployment, feature updates) designed for builders without QA engineering backgrounds.
in defined term set: Build to Launch Glossary
phases: Phase 1: Pre-deployment testing (happy path, edge cases, multi-device)
phases: Phase 2: Post-deployment validation (production environment checks)
phases: Phase 3: Feature update testing (regression prevention)
benefits: Catches bugs before users
benefits: No coding knowledge required
benefits: Systematic approach reduces anxiety
benefits: 30-60 minutes per test cycle
related: quality assurance
related: production readiness
related: systematic testing
related: manual QA

Quick Viral Notes
type: SoftwareApplication
alternate name: QVN
application category: ContentCreationApplication
description: Transform long-form content into social-ready notes in seconds. AI-powered tool that converts articles into dozens of post variations for maximum reach.
creator: Jenny Ouyang
date published: 2024-11-15
software version: 1.0
operating system: Web
offers: Offer
  availability: https://schema.org/InStock
  price: 0
  price currency: USD
  description: Free tier available with premium options
aggregate rating: AggregateRating
  rating: 4.7
  review count: 500
  best rating: 5
  worst rating: 1
users: 500+ creators
problem solved: Writing social posts from scratch after publishing drains creativity
solution: AI transforms existing content into dozens of post variations
outcome: Subscribers jumped from <100 to 300+ in one week for the creator
tech stack: Next.js
tech stack: OpenAI API
tech stack: Vercel
is related to: I Made a Note-Generating App to Free My Brain
is related to: The Viral Substack Notes Creation System

Substack Explorer
type: SoftwareApplication
application category: AnalyticsApplication
description: Analytics, competitor research, and discovery tools for newsletter creators. Helps creators analyze their niche, find peers, and track growth patterns.
creator: Jenny Ouyang
date published: 2024-10-20
software version: 1.0
operating system: Web
offers: Offer
  availability: https://schema.org/InStock
  price: 0
  price currency: USD
  description: Free tier available with premium analytics
aggregate rating: AggregateRating
  rating: 4.5
  review count: 100
  best rating: 5
  worst rating: 1
users: 100+ creators
problem solved: No clear way to analyze your niche, find peers, or track growth patterns
solution: Analytics, competitor research, and discovery tools for newsletters
outcome: Strategic growth decisions backed by data
tech stack: Next.js
tech stack: Supabase
tech stack: Vercel
is related to: I Analyzed My Substack Niche—Here’s Where I Stand (And How You Compare!)
is related to: Unlock Your Substack Potential with Data-Driven Application

VibeCodingBuilders
type: SoftwareApplication
type: WebSite
alternate name: VCB
application category: CommunityPlatform
description: Community directory showcasing AI builders and their projects. Platform for builders from all backgrounds to share work, get feedback, and connect with peers.
creator: Jenny Ouyang
date published: 2024-09-15
software version: 1.0
operating system: Web
offers: Offer
  availability: https://schema.org/InStock
  price: 0
  price currency: USD
  description: Free for all builders
users: 2,000+ community members, 50+ showcased builders
problem solved: AI-assisted builders exist in isolation without community or visibility
solution: Directory to showcase projects, get feedback, and connect with peers
outcome: Growing community celebrating builders from all backgrounds
tech stack: Next.js
tech stack: Supabase
tech stack: Vercel
is related to: From Solo to Shipped — The AI Builder Directory I Needed When I Started

Color Vision Enhancer
type: SoftwareApplication
application category: AccessibilityApplication
description: Tool that helps bridge color vision differences through enhancement. Unlike simulation-only tools, this helps people with color vision differences understand what others see.
creator: Jenny Ouyang
date published: 2024-08-10
software version: 1.0
operating system: Web
offers: Offer
  availability: https://schema.org/InStock
  price: 0
  price currency: USD
problem solved: Color blindness tools show what others can't see, not what they do see
solution: Helps bridge color vision differences through enhancement, not just simulation
outcome: Making color communication more accessible
tech stack: React
tech stack: Canvas API
tech stack: Color Theory Algorithms
is related to: From Color Blindness Grit to a Simple Tool for Change
is related to: Designing with Color-Blindness in Mind

AI Revolution Life Simulator
type: SoftwareApplication
alternate name: Life Pivot Simulator
application category: DecisionSupportApplication
description: AI-guided scenarios for exploring major life and career decisions. Helps users gain clarity on what actually matters when facing pivots.
creator: Jenny Ouyang
date published: 2024-07-20
software version: 1.0
operating system: Web
offers: Offer
  availability: https://schema.org/InStock
  price: 0
  price currency: USD
problem solved: Major career or life decisions paralyze us with what-ifs
solution: AI-guided scenarios that force clarity on what actually matters
outcome: Decision-making tool for exploring life changes systematically
tech stack: Next.js
tech stack: OpenAI API
tech stack: Vercel

jennyouyang.ai
type: SoftwareApplication
type: WebSite
application category: PersonalWebsite
description: AI-crawlable portfolio with integrated RAG system for semantic content discovery. Personal website showcasing products, articles, and builder journey.
creator: Jenny Ouyang
date published: 2024-11-01
software version: 1.0
operating system: Web
problem solved: Personal websites either take forever or lack intelligent search
solution: AI-built site with integrated RAG system for semantic content discovery
outcome: AI-crawlable portfolio with intelligent chat interface
tech stack: Next.js
tech stack: RAG Pipeline
tech stack: Vector Database
tech stack: Vercel
is related to: AI Can Build Your Personal Website Within Minutes—Then What?
is related to: How I Turned My Second Brain into Connected Intelligence

Image Finder
type: SoftwareApplication
application category: SearchApplication
description: Natural-language file search tool. First shipped product that taught the creator about the full product lifecycle beyond just coding.
creator: Jenny Ouyang
date published: 2024-06-01
software version: 1.0
operating system: Web
offers: Offer
  availability: https://schema.org/OutOfStock
  description: Currently paused for iteration
problem solved: Finding specific photos in large collections takes forever
solution: Natural language search for local file systems
learning: Shipping means handling auth, subscriptions, hosting, and ongoing support—not just building the core feature
tech stack: Python
tech stack: CLIP
tech stack: Electron
is related to: Lost in Photos? My First GenAI Project Finds Them Fast
is related to: Quick Search of Hidden Photos With Optimization Approaches
is related to: The Unexpected Lessons Behind My First App Launch

3-Day AI Workshop Series: Adopt, Advance, Build
type: EventSeries
description: Comprehensive workshop series for AI builders covering AI adoption, advanced workflows, and building production-ready applications.
organizer: Jenny Ouyang
start date: 2025-10-20
end date: 2025-10-22
event status: https://schema.org/EventScheduled
event attendance mode: https://schema.org/OnlineEventAttendanceMode
location: VirtualLocation
is accessible for free: false
offers: Offer
  price: 99
  price currency: USD
  availability: https://schema.org/InStock
sub event: Day 1: Adopt - Foundation AI Integration
sub event: Day 2: Advance - Production-Ready Practices
sub event: Day 3: Build - Ship Your Product
about: Production-Ready Vibe Coding
about: Build→Launch→Grow Framework
is related to: Announcing 3-Day AI Workshop Series: Adopt → Advance → Build

Day 1: Adopt - Foundation AI Integration
type: Event
description: Learn how to integrate AI into your daily workflow and build your first AI-assisted project.
start date: 2025-10-20
organizer: Jenny Ouyang
super event: 3-Day AI Workshop Series: Adopt, Advance, Build

Day 2: Advance - Production-Ready Practices
type: Event
description: Master production-ready vibe coding, security hardening, and systematic testing approaches.
start date: 2025-10-21
organizer: Jenny Ouyang
super event: 3-Day AI Workshop Series: Adopt, Advance, Build

Day 3: Build - Ship Your Product
type: Event
description: Launch your product with distribution infrastructure and growth strategies.
start date: 2025-10-22
organizer: Jenny Ouyang
super event: 3-Day AI Workshop Series: Adopt, Advance, Build

Build to Launch — Complete Archive
type: CollectionPage
description: Complete collection of published articles on Build to Launch. Topics include production-ready vibe coding, AI tools, RAG systems, distribution strategies, and real product launches.
is part of: Build to Launch (Substack)
publisher: Build to Launch
has part: How to Make Vibe Coding Production-Ready (Without Losing Your Mind)
has part: The Essential Software Engineering Practices Every AI Builder Needs to Know
has part: The Definitive Guide to Cost-Effective AI Building: From $0 to Launch Without Burning Cash
has part: Best Practices for AI-Powered Software Engineering
has part: How Two Prompting Strategies Made My AI Code Production-Ready
has part: How AI Builders Use Cursor: The Complete Guide from Setup to Unlocking its Real Power
has part: Cursor 2.0 Is Rewriting the Future of AI Coding — And What That Means for Builders
has part: He Built an MCP Server So You Can Talk to AI About Any Substack Author
has part: When Typing Became the Bottleneck: How to Build a Voice-First AI System That Thinks With You
has part: Claude Code for Everyone: From Zero to Your First Project in 30 Minutes
has part: Stop Juggling AI Tools — How to Build a Second Brain That Actually Works for You
has part: How I Turned My Second Brain into Connected Intelligence
has part: The Complete Guide to Building Domain-Specific AI Research Agents
has part: How I Built My AI Survival System: Turning Disruption Into a Playbook for Real Life
has part: When AI Becomes Your Partner, Managing It Becomes Your Job
has part: From AI Tool Paralysis to Daily AI Workflow: The 3-Mode + 3-Prompt System
has part: SEO for AI: How to Make Your Product Discoverable by LLMs
has part: From Solo to Shipped — The AI Builder Directory I Needed When I Started
has part: The Viral Substack Notes Creation System
has part: I Made a Note-Generating App to Free My Brain
has part: The Unexpected Lessons Behind My First App Launch
has part: Lost in Photos? My First GenAI Project Finds Them Fast
has part: I Tested 5 AI Coding Platforms With One Universal Prompt — Here's What Actually Works (And When)
has part: Build to Exit Strategy: How He's Teaching Builders to Sell Before they Build
has part: I Didn’t Expect This Prompt to Go Viral. Here’s What It Taught Me.
has part: How I Create Consistent Hero Images, And Why I Haven't Switched to NanoBanana
has part: Call for AI Builders: Let’s Get More Eyes on Your Work
has part: Freedom by Design: How He Lived in 5 Countries and Built the Free Visa Tool He Wished Existed
has part: AI Won’t Help You Build a Business. Here’s Why.
has part: Your Memories, Your Terms: How He Left IBM for Half the Pay to Build the AI Memory Layer That Keeps Users in Control
has part: He Grew to 14M+ Views, Here’s the Creator Character System Behind It
has part: The Shortcut to Master AI I Wish Existed Two Years Ago
has part: Agentic Flywheels: When AI Products Start Running (and Growing) Themselves
has part: Announcing 3-Day AI Workshop Series: Adopt → Advance → Build
has part: Fighting Content Slop: How She Turned Marketing Frustration Into a 400+ User Strategic Content Platform
has part: How I Learned AI Without a CS degree
has part: Fulfillment Over Profit: How He Stepped Down as CTO and Built the Mentoring Program People Actually Want
has part: FAQ
has part: Are You Still Looking for the 'Right' Way to Use AI? 7 Creators Prove There Isn't One
has part: Why Not Try? How She Tackled 'Impossible' Tech and Built the Semantic Search Tool for Substack Readers
has part: Trust Over Conversions: How He Turned 90% Rejections Into a $10k Creator Tool
has part: Building With, Not For: How She Became a Bestseller by Creating the Portfolio Substackers Proudly Share
has part: The One Advantage AI Will Never Give You (But You Already Have)
has part: Spotlight: Jenny Ouyang & the Rise of Vibe Coding
has part: Cha-ching: How He Analyzed 1.3M Notes and Built the Tool Creators Can’t Stop Using
has part: Adapt or Die: How He Saw Film’s Collapse and Vibe-Built His New Way Out
has part: 🌈 Why Subscribe
has part: 🎯 Products and Writers
has part: 🌻 Start Here
has part: Two Months, Two Rising Badges, and the Panic No One Talks About
has part: 🔐 Premium Resources
has part: AI Can Build Your Personal Website Within Minutes—Then What?
has part: Inside the Minds of Top AI Writers: What 3000+ Articles Reveal About Converging Ideas
has part: Don’t Let AI Fool Your Vision: The 6-Step Guide To Creating An AI Policy
has part: AI Won’t Replace You: How to Build a Workflow That 10× Your Productivity
has part: How I Challenged Home Reappraisal 10x Faster With AI
has part: The Simple AI Roadmap for Normal People
has part: How to Earn $30K/month Hustling Online
has part: From Color Blindness Grit to a Simple Tool for Change
has part: Designing with Color-Blindness in Mind
has part: One Image, Four Minds: Can AI Caption Like A Child or An Elder?
has part: How I Outsourced My Google Research to AI (And You Can Too)
has part: Four Month On Substack: The Best Shift That Happened
has part: The Sentiment That Will Make You Rethink Everything
has part: How to Build an AI-Powered Email Subscription Summarizer
has part: The Hidden Struggles of Choosing the Right Building Stack
has part: Unlock Your Substack Potential with Data-Driven Application
has part: The Wondrous Secrets That Unfold After Launching a Website
has part: I Analyzed My Substack Niche—Here’s Where I Stand (And How You Compare!)
has part: The Breakdown Of DeepSeek Was An Unusual Nightmare
has part: GenAI 30-Project Challenge — Project 2
has part: How to Flip Low Moments Into Viral Potential
has part: Quick Search of Hidden Photos With Optimization Approaches
has part: Learning by Doing: My Daring GenAI 30-Project Challenge
has part: How Writing on Medium Changed My Life in Just 15 Days

4 Levels of AI Automation: When Claude, n8n, and OpenClaw Each Win
type: BlogPosting
date published: 2026-03-18
description: Decision framework for choosing between chatbox, workflow engine, and agent-based automation. Four levels from simple output to self-improving systems.
keywords: ai-automation
keywords: openclaw
keywords: n8n
keywords: agents
keywords: workflow-automation
keywords: decision-framework
keywords: levels
article section: AI Agent Systems
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Claude Code Hub
type: BlogPosting
date published: 2026-02-20
description: Central hub page for all Claude Code content organized by learning path: installation, projects, prompting, MCP, and production deployment.
keywords: claude-code
keywords: hub-page
keywords: learning-path
keywords: project-guide
keywords: resource-index
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Build to Exit Strategy: How He's Teaching Builders to Sell Before they Build
type: BlogPosting
date published: Fri, 12 De
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday featuring Josh Davis who teaches no-code founders to validate fast, build smart, and exit micro-startups before burnout through No-Code Exits and ZeroAcquire platforms.
article section: Build to Launch
is part of: Build to Launch
keywords: build-to-exit
keywords: no-code
keywords: micro-startups
keywords: mvp-validation
keywords: startup-exits
keywords: btlf
keywords: digital-products

I Didn’t Expect This Prompt to Go Viral. Here’s What It Taught Me.
type: BlogPosting
date published: Wed, 10 De
author: Jenny Ouyang
publisher: Build to Launch
description: Story about a viral AI prompt that taught unexpected lessons about prompt engineering, distribution, and what makes content resonate with AI builder audiences.
article section: Build to Launch
is part of: Build to Launch
keywords: viral-content
keywords: prompt-engineering
keywords: ai-prompts
keywords: content-lessons
keywords: distribution

How I Create Consistent Hero Images, And Why I Haven't Switched to NanoBanana
type: BlogPosting
date published: Wed, 26 No
author: Jenny Ouyang
publisher: Build to Launch
description: How Jenny creates consistent hero images for Build to Launch articles and why she hasn't switched to NanoBanana despite its AI-powered design capabilities.
article section: Build to Launch
is part of: Build to Launch
keywords: hero-images
keywords: design-workflow
keywords: nanobanana
keywords: content-creation
keywords: visual-branding

Call for AI Builders: Let’s Get More Eyes on Your Work
type: BlogPosting
date published: Fri, 21 No
author: Jenny Ouyang
publisher: Build to Launch
description: Call for AI builders to collaborate with Build to Launch and get featured in the newsletter, Vibe Coding Builders directory, and Friday spotlight series.
article section: Build to Launch
is part of: Build to Launch
keywords: collaboration
keywords: ai-builders
keywords: vibe-coding-builders
keywords: community
keywords: featured-builders

Freedom by Design: How He Lived in 5 Countries and Built the Free Visa Tool He Wished Existed
type: BlogPosting
date published: Fri, 14 No
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday about a digital nomad who lived in 5 countries and built a free visa requirement tool to solve his own cross-border travel challenges.
article section: Build to Launch
is part of: Build to Launch
keywords: digital-nomad
keywords: visa-tool
keywords: location-independence
keywords: travel-tech
keywords: btlf

AI Won’t Help You Build a Business. Here’s Why.
type: BlogPosting
date published: Mon, 10 No
author: Jenny Ouyang
publisher: Build to Launch
description: Guest post examining the harsh reality that AI tools alone won't build your business and why builder discipline, validation, and execution still matter more than tooling.
article section: Build to Launch
is part of: Build to Launch
keywords: ai-reality-check
keywords: business-building
keywords: validation
keywords: execution-over-tools
keywords: guest-post

Cursor 2.0 Is Rewriting the Future of AI Coding — And What That Means for Builders
type: TechArticle
date published: Wed, 05 No
author: Jenny Ouyang
publisher: Build to Launch
article section: Build to Launch
keywords: Cursor 2.0
keywords: AI coding
keywords: future of development
keywords: composer mode
keywords: AI tools
teaches: New Cursor 2.0 features and capabilities
teaches: Implications for AI-assisted development
teaches: How to leverage new composer mode
teaches: Future trends in AI coding
teaches: Strategic adoption considerations
mentions: Cursor 2.0
mentions: Composer mode
mentions: AI coding future
educational level: Intermediate
time required: PT15M
word count: 2800
is part of: Build to Launch
about: Production-Ready Vibe Coding
type: BlogPosting
headline: Cursor 2 Ai Coding Deep Dive
date published: 2026-02-20T00:00:00Z
description: Hands-on Cursor 2.0 deep dive covering the convergence of parallel agents and IDE interface, Agent View vs Editor View, Model Composer performance, and real production use cases.
keywords: cursor-2.0
keywords: ai-coding
keywords: parallel-agents
keywords: ide
keywords: productivity
keywords: agent-view

Best Practices for AI-Powered Software Engineering
type: TechArticle
date published: Mon, 03 No
author: Jenny Ouyang
publisher: Build to Launch
article section: Build to Launch
keywords: best practices
keywords: AI engineering
keywords: quality code
keywords: documentation
keywords: testing
teaches: Code quality standards for AI-generated code
teaches: Documentation best practices
teaches: Testing strategies
teaches: Code review techniques
teaches: Maintainability principles
mentions: AI coding tools
mentions: Quality assurance
mentions: Testing frameworks
educational level: Intermediate
time required: PT15M
word count: 3800
is part of: Build to Launch
about: Production-Ready Vibe Coding
type: BlogPosting
headline: Ai Software Engineering Best Practices Guide
date published: 2026-02-20T00:00:00Z
description: Essential software engineering practices for AI builders covering testing, security, deployment, error handling, and production-ready code patterns.
keywords: software-engineering
keywords: best-practices
keywords: production-code
keywords: security
keywords: deployment

Your Memories, Your Terms: How He Left IBM for Half the Pay to Build the AI Memory Layer That Keeps Users in Control
type: BlogPosting
date published: Fri, 31 Oc
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday featuring a builder who left IBM for half the pay to build an AI memory layer that keeps users in control of their data and privacy.
article section: Build to Launch
is part of: Build to Launch
keywords: ai-memory
keywords: privacy
keywords: user-control
keywords: career-transition
keywords: btlf
keywords: data-ownership

How Two Prompting Strategies Made My AI Code Production-Ready
type: TechArticle
date published: Wed, 29 Oc
author: Jenny Ouyang
publisher: Build to Launch
article section: Build to Launch
keywords: prompting strategies
keywords: production code
keywords: AI assistance
keywords: code quality
keywords: context engineering
teaches: Strategic prompting for better code quality
teaches: Two-phase prompting methodology
teaches: Context engineering techniques
teaches: Production-ready code generation
teaches: Prompt refinement strategies
mentions: Cursor
mentions: ChatGPT
mentions: Claude
mentions: Prompting techniques
educational level: Intermediate
time required: PT15M
word count: 3200
is part of: Build to Launch
about: Production-Ready Vibe Coding
type: BlogPosting
headline: Ai Prompting Vibe Coding Production Ready Guide
date published: 2026-02-20T00:00:00Z
description: Complete guide to AI prompting for vibe coding and production-ready applications, covering constraint prompts, testing, and quality gates.
keywords: ai-prompting
keywords: vibe-coding
keywords: production-ready
keywords: constraint-prompts
keywords: code-quality

He Grew to 14M+ Views, Here’s the Creator Character System Behind It
type: BlogPosting
date published: Mon, 27 Oc
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday about a creator who grew to 14M+ views using a systematic creator character system for content production and audience building.
article section: Build to Launch
is part of: Build to Launch
keywords: creator-economy
keywords: content-strategy
keywords: character-system
keywords: audience-growth
keywords: btlf

The Shortcut to Master AI I Wish Existed Two Years Ago
type: BlogPosting
date published: Thu, 23 Oc
author: Jenny Ouyang
publisher: Build to Launch
description: The AI learning path Jenny wishes existed two years ago, covering practical frameworks and resources for mastering AI without traditional CS education.
article section: Build to Launch
is part of: Build to Launch
keywords: ai-learning
keywords: self-taught
keywords: learning-roadmap
keywords: ai-education
keywords: no-cs-degree

How AI Builders Use Cursor: The Complete Guide from Setup to Unlocking its Real Power
type: TechArticle
date published: Wed, 22 Oc
author: Jenny Ouyang
publisher: Build to Launch
article section: Build to Launch
keywords: Cursor
keywords: IDE
keywords: AI coding
keywords: setup guide
keywords: advanced features
keywords: workflow
teaches: Complete Cursor IDE setup and configuration
teaches: Advanced Cursor features and shortcuts
teaches: Workflow optimization strategies
teaches: Context management techniques
teaches: Multi-file editing workflows
mentions: Cursor IDE
mentions: VSCode
mentions: AI coding
mentions: Workflow optimization
educational level: Beginner to Advanced
time required: PT15M
word count: 4500
is part of: Build to Launch
about: Production-Ready Vibe Coding
type: BlogPosting
headline: Cursor Complete Guide Ai Builders
date published: 2026-02-20T00:00:00Z
description: Complete Cursor setup guide covering .cursorrules, the four editing modes (Inline, Ask, Agent, Plan), slash commands, MCP integrations, Background Agents, and multi-session building workflows from 8+ months of daily use.
keywords: cursor
keywords: setup-guide
keywords: cursorrules
keywords: mcp
keywords: background-agents
keywords: ai-ide

Agentic Flywheels: When AI Products Start Running (and Growing) Themselves
type: BlogPosting
date published: Mon, 20 Oc
author: Jenny Ouyang
publisher: Build to Launch
description: How AI products create agentic flywheels where autonomous systems handle operations, growth, and optimization without constant human intervention.
article section: Build to Launch
is part of: Build to Launch
keywords: agentic-flywheel
keywords: autonomous-systems
keywords: ai-products
keywords: compound-growth
keywords: automation

From AI Tool Paralysis to Daily AI Workflow: The 3-Mode + 3-Prompt System
type: TechArticle
date published: Fri, 17 Oc
author: Jenny Ouyang
publisher: Build to Launch
article section: Build to Launch
keywords: workflow system
keywords: prompts
keywords: productivity
keywords: 3-mode
keywords: tool paralysis
teaches: 3-Mode framework for AI tools
teaches: 3-Prompt systematic approach
teaches: Overcoming tool paralysis
teaches: Daily workflow integration
teaches: Systematic AI adoption
mentions: 3-Mode system
mentions: Workflow frameworks
mentions: Tool selection
mentions: Daily habits
educational level: Beginner
time required: PT15M
word count: 3400
is part of: Build to Launch
about: Build→Launch→Grow Framework
type: BlogPosting
headline: Ai Tool Paralysis Daily Ai Workflow Universal
date published: 2026-02-20T00:00:00Z
description: Universal daily AI workflow to overcome tool paralysis by focusing on essential AI interactions that compound learning and productivity.
keywords: ai-workflow
keywords: tool-paralysis
keywords: daily-practice
keywords: productivity-system
keywords: ai-adoption

He Built an MCP Server So You Can Talk to AI About Any Substack Author
type: TechArticle
date published: Mon, 13 Oc
author: Jenny Ouyang
publisher: Build to Launch
article section: Build to Launch
keywords: MCP
keywords: server development
keywords: Substack integration
keywords: API
keywords: Claude Desktop
teaches: MCP (Model Context Protocol) fundamentals
teaches: Building custom MCP servers
teaches: API integration patterns
teaches: Data aggregation strategies
teaches: Claude Desktop integration
mentions: MCP
mentions: Claude Desktop
mentions: Substack API
mentions: Server development
educational level: Advanced
time required: PT15M
word count: 3500
is part of: Build to Launch
type: BlogPosting
headline: He Built An Mcp Server So You Can Talk To Ai About Any Substack Author
date published: 2026-02-20T00:00:00Z
description: How Alejandro built an MCP server for Substack author analysis, turning messy Python scripts into a one-click system for AI-powered writing data insights and creative feedback.
keywords: mcp-server
keywords: substack-analysis
keywords: ai-tools
keywords: writing-data
keywords: custom-mcp

Announcing 3-Day AI Workshop Series: Adopt → Advance → Build
type: BlogPosting
date published: Fri, 10 Oc
author: Jenny Ouyang
publisher: Build to Launch
description: Announcement for Jenny's 3-day AI workshop series covering Adopt (daily AI workflows), Advance (AI-powered systems), and Build (shipping AI products).
article section: Build to Launch
is part of: Build to Launch
keywords: ai-workshop
keywords: adopt-advance-build
keywords: ai-training
keywords: hands-on-learning

Fighting Content Slop: How She Turned Marketing Frustration Into a 400+ User Strategic Content Platform
type: BlogPosting
date published: Fri, 10 Oc
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday featuring a founder who turned marketing frustration with AI-generated content slop into a strategic content platform with 400+ users.
article section: Build to Launch
is part of: Build to Launch
keywords: content-strategy
keywords: ai-slop
keywords: marketing-platform
keywords: btlf
keywords: content-quality

How I Learned AI Without a CS degree
type: BlogPosting
date published: Mon, 06 Oc
author: Jenny Ouyang
publisher: Build to Launch
description: How Jenny learned AI skills without a computer science degree through hands-on building, online resources, and practical project work.
article section: Build to Launch
is part of: Build to Launch
keywords: ai-learning
keywords: no-cs-degree
keywords: self-taught
keywords: learning-path
keywords: hands-on-building

Fulfillment Over Profit: How He Stepped Down as CTO and Built the Mentoring Program People Actually Want
type: BlogPosting
date published: Fri, 03 Oc
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday about a former startup CTO who stepped down to build a mentoring program focused on fulfillment over profit and authentic connection.
article section: Build to Launch
is part of: Build to Launch
keywords: career-transition
keywords: mentoring
keywords: fulfillment
keywords: btlf
keywords: startup-cto

I Tested 5 AI Coding Platforms With One Universal Prompt — Here's What Actually Works (And When)
type: TechArticle
date published: 2025-09-30
author: Jenny Ouyang
publisher: Build to Launch
description: A practical guide to matching the right tool to your building style
article section: Build to Launch
keywords: platform comparison
keywords: testing
keywords: evaluation
keywords: AI coding tools
keywords: tool selection
teaches: Comparative AI platform analysis
teaches: Universal prompt design
teaches: Tool selection criteria
teaches: Platform strengths and weaknesses
teaches: Evaluation methodology
mentions: Cursor
mentions: Windsurf
mentions: Claude
mentions: ChatGPT
mentions: Platform comparison
educational level: Intermediate
time required: PT15M
word count: 4500
is part of: Build to Launch
type: BlogPosting
headline: I Tested 5 Ai Coding Platforms With
date published: 2026-02-20T00:00:00Z
description: Practical comparison testing 5 AI coding platforms (Cursor, Claude Code, Windsurf, Lovable, Bolt) with one universal prompt to reveal what actually works and when to use each tool based on building style.
keywords: ai-platforms
keywords: cursor
keywords: claude-code
keywords: windsurf
keywords: lovable
keywords: bolt
keywords: platform-comparison

FAQ
type: BlogPosting
date published: Tue, 30 Se
author: Jenny Ouyang
publisher: Build to Launch
description: Nothing interesting here, you are invited to look elsewhere…
article section: Build to Launch
is part of: Build to Launch
keywords: faq
keywords: about
keywords: meta

Are You Still Looking for the 'Right' Way to Use AI? 7 Creators Prove There Isn't One
type: BlogPosting
date published: 2025-09-29
author: Jenny Ouyang
publisher: Build to Launch
description: Watch 7 different minds solve the same transcript problem and discover whose thinking style unlocks your breakthrough. Stop copying workflows and find your creator match.
article section: Build to Launch
is part of: Build to Launch
keywords: ai-workflows
keywords: creator-styles
keywords: thinking-patterns
keywords: personalization
keywords: workflow-matching

Why Not Try? How She Tackled 'Impossible' Tech and Built the Semantic Search Tool for Substack Readers
type: BlogPosting
date published: Fri, 26 Se
author: Jenny Ouyang
publisher: Build to Launch
description: Featured in Build to Launch Friday at buildtolaunch.ai and listed on vibecoding.builders: Meet Karen, the copywriter who built StackDigest's semantic search from her Arkansas farm without overthinking.
article section: Build to Launch
is part of: Build to Launch
keywords: semantic-search
keywords: substack-tools
keywords: copywriter-to-builder
keywords: btlf
keywords: stackdigest

The Definitive Guide to Cost-Effective AI Building: From $0 to Launch Without Burning Cash
type: TechArticle
date published: Wed, 24 Se
author: Jenny Ouyang
publisher: Build to Launch
description: Learn how to build AI products without wasting money. This practical guide covers free AI tools, cost-effective infrastructure, prompt systems, and scaling strategies — designed for indie hackers, creators, and early-stage founders.
article section: Build to Launch
keywords: cost-effective
keywords: budget
keywords: AI building
keywords: launch strategy
keywords: free tools
teaches: Budget-conscious tool selection strategies
teaches: Free tier optimization techniques
teaches: Cost-effective infrastructure choices
teaches: Pricing model evaluation
teaches: Launch without upfront investment
mentions: Vercel
mentions: Supabase
mentions: Free tiers
mentions: Budget planning
educational level: Beginner
time required: PT15M
word count: 5000
is part of: Build to Launch
about: Production-Ready Vibe Coding
type: BlogPosting
headline: Cost Effective Ai Building Guide
date published: 2026-02-20T00:00:00Z
description: Complete guide to building AI products without burning cash, covering cost traps, the $50 launch formula, free-tier tech stack, and strategic prompting for cost-effective development from prototype to production.
keywords: ai-building
keywords: free-tier
keywords: tech-stack
keywords: budget-launch
keywords: production-ready

Trust Over Conversions: How He Turned 90% Rejections Into a $10k Creator Tool
type: BlogPosting
date published: Fri, 19 Se
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday: Meet Orel, the relationship-building developer who codes to connect
article section: Build to Launch
is part of: Build to Launch
keywords: creator-tools
keywords: relationship-building
keywords: btlf
keywords: product-development
keywords: revenue

The Essential Software Engineering Practices Every AI Builder Needs to Know
type: TechArticle
date published: Wed, 17 Se
author: Jenny Ouyang
publisher: Build to Launch
description: Master essential software engineering principles that prevent disasters in AI-assisted development. Practical guide with prompts for AI builders.
article section: Build to Launch
keywords: software engineering
keywords: best practices
keywords: AI builders
keywords: version control
keywords: code quality
teaches: Core software engineering principles for non-technical builders
teaches: Version control and Git workflows
teaches: Code organization and project structure
teaches: Documentation practices
teaches: Testing fundamentals
mentions: Git
mentions: GitHub
mentions: Code structure
mentions: Documentation
educational level: Beginner
time required: PT15M
word count: 4000
is part of: Build to Launch
about: Production-Ready Vibe Coding
type: BlogPosting
headline: The Essential Software Engineering Practices Every Ai Builder Needs To Know
date published: 2026-02-20T00:00:00Z
description: Six core software engineering principles that counter AI-generated code blind spots: security gaps, entangled logic, and fragile architecture. Each principle mapped to practical prompts that work with AI coding tools.
keywords: software-engineering
keywords: ai-code
keywords: security
keywords: code-principles
keywords: production-patterns
keywords: ai-prompts

Building With, Not For: How She Became a Bestseller by Creating the Portfolio Substackers Proudly Share
type: BlogPosting
date published: Fri, 12 Se
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday: How AI Product Manager Karo built Stackshelf into Substack's go-to creator platform. Featured in vibe coding builders - real stories of domain experts building successful products with AI collaboration. No VC funding, just expertise and community-driven development.
article section: Build to Launch
is part of: Build to Launch
keywords: stackshelf
keywords: community-driven
keywords: portfolio
keywords: btlf
keywords: substack-creators

How I Turned My Second Brain into Connected Intelligence
type: TechArticle
date published: Wed, 10 Se
author: Jenny Ouyang
publisher: Build to Launch
description: MCP implementation guide: How to connect AI to databases, eliminate data friction, build second brain systems. More on Build to Launch at buildtolaunch.ai
article section: Build to Launch
keywords: second brain
keywords: RAG implementation
keywords: semantic search
keywords: 250 chunks
keywords: vector database
teaches: Advanced RAG implementation with 250+ chunks
teaches: Semantic chunking strategies
teaches: Vector database integration
teaches: Zero-hallucination architecture
teaches: Source citation systems
mentions: RAG pipeline
mentions: Vector embeddings
mentions: CLIP
mentions: Semantic search
mentions: Vector databases
educational level: Advanced
time required: PT15M
word count: 4200
is part of: Build to Launch
about: Second Brain with RAG
type: BlogPosting
headline: Mcp Second Brain Connected Intelligence Guide
date published: 2026-02-20T00:00:00Z
description: Complete MCP (Model Context Protocol) guide covering the three-level transformation from isolated AI chat to connected intelligence: basic tool connections, custom MCP servers for 30-min → 3-min research, and enterprise knowledge systems.
keywords: mcp
keywords: second-brain
keywords: connected-intelligence
keywords: knowledge-systems
keywords: ai-integration

The One Advantage AI Will Never Give You (But You Already Have)
type: BlogPosting
date published: Mon, 08 Se
author: Jenny Ouyang
publisher: Build to Launch
description: How to use AI to build an "unpromptable" personal brand can't be replicated. 5 strategic ways to turn authentic expertise into magnetic presence. buildtolaunch.ai
article section: Build to Launch
is part of: Build to Launch
keywords: personal-brand
keywords: unpromptable
keywords: authentic-expertise
keywords: differentiation
keywords: positioning

Spotlight: Jenny Ouyang & the Rise of Vibe Coding
type: BlogPosting
date published: 2025-09-08
author: Jenny Ouyang
publisher: Build to Launch
description: Inside the rise of Vibe Coding Builders, the platform redefining who gets to build software.
article section: Build to Launch
is part of: Build to Launch
keywords: vibe-coding
keywords: platform-story
keywords: builder-community

Cha-ching: How He Analyzed 1.3M Notes and Built the Tool Creators Can’t Stop Using
type: BlogPosting
date published: Fri, 05 Se
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday: Meet Finn, who built Substack's most popular productivity tools working just 4 hours per week. Learn how he turned creator pain points into $10K+ revenue using AI collaboration and effortless execution.
article section: Build to Launch
is part of: Build to Launch
keywords: substack-productivity
keywords: data-analysis
keywords: creator-tools
keywords: btlf
keywords: revenue

Adapt or Die: How He Saw Film’s Collapse and Vibe-Built His New Way Out
type: BlogPosting
date published: Fri, 29 Au
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday: Meet Kenny, a 13-year film pro who built his own creator platform when his subscription stopped listening
article section: Build to Launch
is part of: Build to Launch
keywords: career-transition
keywords: film-industry
keywords: creator-platform
keywords: btlf
keywords: adaptation

🌈 Why Subscribe
type: BlogPosting
date published: 2025-08-29
author: Jenny Ouyang
publisher: Build to Launch
description: We're living in the most exciting time for creators.
article section: Build to Launch
is part of: Build to Launch
keywords: newsletter
keywords: value-proposition
keywords: subscribe-page

🎯 Products and Writers
type: BlogPosting
date published: 2025-08-25
author: Jenny Ouyang
publisher: Build to Launch
description: Tools and creators I actually use and love
article section: Build to Launch
is part of: Build to Launch
keywords: recommendations
keywords: creator-directory
keywords: resources

How to Make Vibe Coding Production-Ready (Without Losing Your Mind)
type: TechArticle
date published: Wed, 20 Au
author: Jenny Ouyang
publisher: Build to Launch
description: What I learned fixing security holes, cleaning up technical debt, and fighting off skill atrophy while shipping real apps with AI.
article section: Build to Launch
keywords: production-ready vibe coding
keywords: security hardening
keywords: technical debt
keywords: skill atrophy
keywords: AI-assisted development
keywords: systematic testing
teaches: How to identify and fix security vulnerabilities in AI-generated code
teaches: Technical debt documentation and management strategies
teaches: Preventing skill atrophy through intentional learning
teaches: Security-first prompting techniques
teaches: Production deployment checklists
mentions: Cursor IDE
mentions: AI coding assistants
mentions: Security scanning tools
mentions: Version control practices
educational level: Intermediate
time required: PT15M
word count: 3500
is part of: Build to Launch
about: Production-Ready Vibe Coding
type: BlogPosting
headline: How To Make Vibe Coding Production Ready Without Losing Your Mind
date published: 2026-02-20T00:00:00Z
description: How to fix vibe coding's three core problems: security holes, technical debt that compounds overnight, and skill atrophy. Covers the role shift from coder to code reviewer and production checklist.
keywords: vibe-coding
keywords: production-ready
keywords: security
keywords: technical-debt
keywords: code-review
keywords: skill-atrophy

From Solo to Shipped — The AI Builder Directory I Needed When I Started
type: TechArticle
date published: Wed, 13 Au
author: Jenny Ouyang
publisher: Build to Launch
description: Build to launch 3x faster with a builder‑first home for projects, people, and practical resources.
article section: Build to Launch
keywords: builder directory
keywords: community
keywords: visibility
keywords: VibeCodingBuilders
keywords: showcase
teaches: Building community platforms
teaches: Showcase strategy for builders
teaches: Directory development
teaches: Community growth tactics
teaches: Visibility infrastructure
mentions: VibeCodingBuilders
mentions: Community platforms
mentions: Builder directories
mentions: Showcase sites
educational level: Intermediate
time required: PT15M
word count: 3200
is part of: Build to Launch
about: AI Builder Distribution Infrastructure
type: BlogPosting
headline: Vibe Coding Builders Directory Launch
date published: 2026-02-20T00:00:00Z
description: Launch story of Vibe Coding Builders directory, a builder-first home for AI projects, people, and practical resources. From solo building to community-driven platform for shipping 3x faster.
keywords: vibe-coding-builders
keywords: directory-launch
keywords: ai-projects
keywords: builder-resources

Claude Code for Everyone: From Zero to Your First Project in 30 Minutes
type: TechArticle
date published: Wed, 06 Au
author: Jenny Ouyang
publisher: Build to Launch
description: Learn Claude Code in 30 minutes. Build websites, organize files, and automate tasks without coding experience. Step-by-step guide for complete beginners
article section: Build to Launch
keywords: Claude Code
keywords: beginner guide
keywords: quick start
keywords: 30 minutes
keywords: first project
teaches: Getting started with Claude Code quickly
teaches: First project setup and execution
teaches: Prompt engineering basics
teaches: Common pitfalls and solutions
teaches: Rapid prototyping techniques
mentions: Claude Code
mentions: Anthropic
mentions: Quick start
mentions: Rapid prototyping
educational level: Beginner
time required: PT15M
word count: 2500
is part of: Build to Launch
about: Production-Ready Vibe Coding
type: BlogPosting
headline: Claude Code Beginners Guide
date published: 2026-02-20T00:00:00Z
description: Complete beginner's guide to Claude Code covering setup, basic commands, project structure, and first steps for AI-assisted development.
keywords: claude-code
keywords: beginners-guide
keywords: ai-coding
keywords: setup-guide
keywords: claude

🌻 Start Here
type: BlogPosting
date published: 2025-08-04
author: Jenny Ouyang
publisher: Build to Launch
description: Welcome to Build to Launch 👋
article section: Build to Launch
is part of: Build to Launch
keywords: getting-started
keywords: welcome
keywords: navigation

The Complete Guide to Building Domain-Specific AI Research Agents
type: TechArticle
date published: Sat, 02 Au
author: Jenny Ouyang
publisher: Build to Launch
description: A practical guide to transforming Cursor into a specialized research assistant that works independently, demonstrated through pharmaceutical research and adapted to any domain
article section: Build to Launch
keywords: research agents
keywords: domain-specific AI
keywords: automation
keywords: Cursor
keywords: AI research
teaches: Autonomous research agent development
teaches: Domain-specific AI specialization
teaches: Three-phase research methodology
teaches: Cursor agent programming
teaches: Research automation workflows
mentions: Cursor agents
mentions: Research automation
mentions: Domain specialization
mentions: AI agents
educational level: Advanced
time required: PT15M
word count: 5500
is part of: Build to Launch
about: Second Brain with RAG
type: BlogPosting
headline: Ai Research Agent Domain Specific Guide
date published: 2026-02-20T00:00:00Z
description: How to build domain-specific AI research agents that autonomously gather, analyze, and synthesize information within specialized knowledge areas.
keywords: ai-agents
keywords: research-automation
keywords: domain-expertise
keywords: autonomous-research
keywords: knowledge-synthesis

When Typing Became the Bottleneck: How to Build a Voice-First AI System That Thinks With You
type: TechArticle
date published: Wed, 30 Ju
author: Jenny Ouyang
publisher: Build to Launch
description: GenAI 30 Project Challenge - 10. Integrating voice input into every part of your workflow
article section: Build to Launch
keywords: voice-first
keywords: AI system
keywords: workflow optimization
keywords: accessibility
keywords: hands-free
teaches: Voice-first interface design principles
teaches: Hands-free development workflows
teaches: Speech-to-text integration
teaches: Voice command systems
teaches: Accessibility through voice
mentions: Voice recognition
mentions: Whisper API
mentions: Voice commands
mentions: Hands-free coding
educational level: Advanced
time required: PT15M
word count: 4000
is part of: Build to Launch
type: BlogPosting
headline: Voice First Ai System Guide
date published: 2026-02-20T00:00:00Z
description: Building a voice-first AI system when typing becomes the bottleneck. Covers integrating voice input into workflow, why some voice systems work better than others, and moving beyond built-in dictation.
keywords: ai-voice
keywords: voice-input
keywords: workflow-automation
keywords: dictation

The Viral Substack Notes Creation System
type: TechArticle
date published: Sat, 26 Ju
author: Jenny Ouyang
publisher: Build to Launch
description: A comprehensive framework for writing notes that capture attention, drive engagement, and build loyal subscribers
article section: Build to Launch
keywords: viral content
keywords: Substack notes
keywords: content strategy
keywords: social reach
keywords: engagement
teaches: Viral content creation framework
teaches: Substack Notes optimization
teaches: Social reach strategies
teaches: Content repurposing techniques
teaches: Engagement maximization
mentions: Substack Notes
mentions: Quick Viral Notes
mentions: Content strategy
mentions: Social media
educational level: Beginner
time required: PT15M
word count: 2800
is part of: Build to Launch
about: AI Builder Distribution Infrastructure
type: BlogPosting
headline: Substack Notes Viral System Guide
date published: 2026-02-20T00:00:00Z
description: The VIRAL framework for Substack notes: Value, Intrigue, Relate, Actionable, Link. Comprehensive system with templates and Notion package for writing notes that drive engagement and build subscribers.
keywords: substack-notes
keywords: viral-framework
keywords: content-strategy
keywords: subscriber-growth

When AI Becomes Your Partner, Managing It Becomes Your Job
type: TechArticle
date published: 2025-07-20
author: Jenny Ouyang
publisher: Build to Launch
description: Six stories of shared experience in stepping into AI management.
article section: Build to Launch
keywords: AI partnership
keywords: management
keywords: collaboration
keywords: productivity
keywords: work systems
teaches: Effective AI collaboration strategies
teaches: Managing AI as a work partner
teaches: Setting boundaries with AI tools
teaches: Productivity optimization
teaches: Long-term AI partnership
mentions: AI partnership
mentions: Productivity
mentions: Collaboration
mentions: Work management
educational level: Intermediate
time required: PT15M
word count: 2800
is part of: Build to Launch
about: Build→Launch→Grow Framework
type: BlogPosting
headline: Ai Management Partner Insights
date published: 2026-02-20T00:00:00Z
description: Insights about AI as a management partner, covering how AI tools augment decision-making, planning, and team coordination for solo founders and managers.
keywords: ai-management
keywords: decision-making
keywords: ai-partner
keywords: leadership

Two Months, Two Rising Badges, and the Panic No One Talks About
type: BlogPosting
date published: 2025-07-16
author: Jenny Ouyang
publisher: Build to Launch
description: I hit Substack's Rising Board twice in two months and felt panic instead of pride. Here's the reality check about newsletter success no one shares.
article section: Build to Launch
is part of: Build to Launch
keywords: substack-growth
keywords: rising-badge
keywords: newsletter-reality
keywords: creator-anxiety

🔐 Premium Resources
type: BlogPosting
date published: 2025-07-16
author: Jenny Ouyang
publisher: Build to Launch
description: Last updated: 2025/09/28
article section: Build to Launch
is part of: Build to Launch
keywords: paid-resources
keywords: member-benefits
keywords: premium-content

How I Built My AI Survival System: Turning Disruption Into a Playbook for Real Life
type: TechArticle
date published: 2025-07-09
author: Jenny Ouyang
publisher: Build to Launch
description: What I Learned Studying the Past, Building Models, Games, and My Own Peace of Mind
article section: Build to Launch
keywords: AI survival
keywords: adaptation
keywords: career pivot
keywords: resilience
keywords: disruption
teaches: Navigating AI-driven career disruption
teaches: Building personal resilience systems
teaches: Skill adaptation strategies
teaches: Career pivot planning
teaches: Long-term AI survival strategies
mentions: Career planning
mentions: AI disruption
mentions: Skill development
mentions: Personal growth
educational level: Beginner
time required: PT15M
word count: 3000
is part of: Build to Launch
about: Build→Launch→Grow Framework
type: BlogPosting
headline: Ai Survival System Disruption Playbook
date published: 2026-02-20T00:00:00Z
description: Playbook for surviving AI-driven industry disruption by building your own AI systems rather than being replaced by someone else's AI tools.
keywords: ai-disruption
keywords: career-survival
keywords: system-building
keywords: adaptation-strategy
keywords: future-proofing

SEO for AI: How to Make Your Product Discoverable by LLMs
type: TechArticle
date published: 2025-06-25
author: Jenny Ouyang
publisher: Build to Launch
description: How No-Code Sites and Substack Posts Can Become Invisible to AI (Unless You Fix This)
article section: Build to Launch
keywords: AI SEO
keywords: LLM discovery
keywords: product visibility
keywords: agentic SEO
keywords: JSON-LD
teaches: Agentic SEO principles and strategies
teaches: LLM indexing optimization
teaches: JSON-LD implementation
teaches: AI-first content structure
teaches: Discovery through ChatGPT/Claude/Perplexity
mentions: Agentic SEO
mentions: JSON-LD
mentions: Schema.org
mentions: LLM discovery
mentions: ChatGPT
educational level: Intermediate to Advanced
time required: PT15M
word count: 5200
is part of: Build to Launch
about: AI Builder Distribution Infrastructure
type: BlogPosting
headline: Seo For Ai Llm Discoverability Guide
date published: 2026-02-20T00:00:00Z
description: How to make your product discoverable by LLMs and AI search engines. Covers AI-specific SEO strategies for no-code sites and Substack posts that AI systems actually index.
keywords: ai-seo
keywords: llm-discoverability
keywords: ai-search
keywords: substack-seo
keywords: product-visibility

Stop Juggling AI Tools — How to Build a Second Brain That Actually Works for You
type: TechArticle
date published: 2025-06-18
author: Jenny Ouyang
publisher: Build to Launch
description: GenAI 30 Project Challenge - 8 RAG
article section: Build to Launch
keywords: second brain
keywords: RAG
keywords: knowledge management
keywords: personal systems
keywords: information retrieval
teaches: Building personal knowledge management systems
teaches: RAG architecture fundamentals
teaches: Tool integration strategies
teaches: Information retrieval optimization
teaches: Sustainable knowledge systems
mentions: RAG
mentions: Second Brain
mentions: Knowledge management
mentions: Obsidian
mentions: Notion
educational level: Intermediate
time required: PT15M
word count: 3800
is part of: Build to Launch
about: Second Brain with RAG
type: BlogPosting
headline: Ai Second Brain Rag Guide
date published: 2026-02-20T00:00:00Z
description: Building an AI second brain using RAG (Retrieval-Augmented Generation) to create personal knowledge systems that remember context and surface insights.
keywords: ai-second-brain
keywords: rag
keywords: knowledge-management
keywords: personal-ai
keywords: retrieval-augmented-generation

AI Can Build Your Personal Website Within Minutes—Then What?
type: BlogPosting
date published: 2025-06-11
author: Jenny Ouyang
publisher: Build to Launch
description: How to go from AI scaffolding to a personal site that actually reflects you.
article section: Build to Launch
is part of: Build to Launch
keywords: personal-website
keywords: ai-scaffolding
keywords: customization
keywords: website-building

Inside the Minds of Top AI Writers: What 3000+ Articles Reveal About Converging Ideas
type: BlogPosting
date published: 2025-06-02
author: Jenny Ouyang
publisher: Build to Launch
description: An in-depth analysis of AI thought leadership, writing patterns, and why casting models like a team is more than a metaphor.
article section: Build to Launch
is part of: Build to Launch
keywords: ai-thought-leadership
keywords: content-analysis
keywords: model-casting
keywords: writing-patterns

Don’t Let AI Fool Your Vision: The 6-Step Guide To Creating An AI Policy
type: BlogPosting
date published: 2025-05-23
author: Jenny Ouyang
publisher: Build to Launch
description: Build guardrails before you scale, protect your mission from the hidden risks of AI.
article section: Build to Launch
is part of: Build to Launch
keywords: ai-builders
keywords: build-to-launch

AI Won’t Replace You: How to Build a Workflow That 10× Your Productivity
type: BlogPosting
date published: 2025-05-17
author: Jenny Ouyang
publisher: Build to Launch
description: Spot and Master the 4 Hidden Traps That Sabotage Most AI Users
article section: Build to Launch
is part of: Build to Launch
keywords: ai-builders
keywords: build-to-launch

How I Challenged Home Reappraisal 10x Faster With AI
type: BlogPosting
date published: 2025-05-12
author: Jenny Ouyang
publisher: Build to Launch
description: Unfair home reappraisal is the biggest tax trap of 2025, and here is how you can fight back.
article section: Build to Launch
is part of: Build to Launch
keywords: home-reappraisal
keywords: tax-challenge
keywords: ai-assistance
keywords: personal-finance

The Simple AI Roadmap for Normal People
type: BlogPosting
date published: 2025-05-10
author: Jenny Ouyang
publisher: Build to Launch
description: How I built AI skills for free and how you can too
article section: Build to Launch
is part of: Build to Launch
keywords: ai-learning
keywords: free-resources
keywords: beginners-guide
keywords: learning-path

How to Earn $30K/month Hustling Online
type: BlogPosting
date published: 2025-05-03
author: Jenny Ouyang
publisher: Build to Launch
description: What the newest ChatGPT just revealed — and why it freaked me out (in a good way)
article section: Build to Launch
is part of: Build to Launch
keywords: online-income
keywords: chatgpt
keywords: side-hustle
keywords: monetization

From Color Blindness Grit to a Simple Tool for Change
type: BlogPosting
date published: 2025-04-29
author: Jenny Ouyang
publisher: Build to Launch
description: GenAI 30 Project Challenge — 7
article section: Build to Launch
is part of: Build to Launch
keywords: genai-challenge
keywords: accessibility
keywords: color-blindness
keywords: tool-building

Designing with Color-Blindness in Mind
type: BlogPosting
date published: 2025-04-23
author: Jenny Ouyang
publisher: Build to Launch
description: Small learning series — powered by ChatGPT
article section: Build to Launch
is part of: Build to Launch
keywords: accessibility
keywords: design
keywords: color-blindness
keywords: chatgpt-learning

One Image, Four Minds: Can AI Caption Like A Child or An Elder?
type: BlogPosting
date published: 2025-04-12
author: Jenny Ouyang
publisher: Build to Launch
description: Explore multi-perspective AI image captioning in this hands-on GenAI challenge project. Learn how to build an AI app that generates image captions from four different viewpoints - child, elder, cultural, and creative perspectives. Complete tutorial using BLIP and CLIP models via Hugging Face, with code examples, technical troubleshooting, and insights into accessibility-focused AI development. Part of the Build to Launch AI series for inclusive AI design.
article section: Build to Launch
is part of: Build to Launch
keywords: ai-captioning
keywords: multi-perspective
keywords: accessibility
keywords: blip
keywords: clip
keywords: huggingface

How I Outsourced My Google Research to AI (And You Can Too)
type: BlogPosting
date published: 2025-04-04
author: Jenny Ouyang
publisher: Build to Launch
description: Tired of endless Googling, tabs, and copy-pasting? Here’s how I built an AI workflow that handles the boring stuff (and even makes the spreadsheet).
article section: Build to Launch
is part of: Build to Launch
keywords: research-automation
keywords: ai-workflow
keywords: spreadsheet-automation
keywords: google-alternative

Four Month On Substack: The Best Shift That Happened
type: BlogPosting
date published: 2025-03-24
author: Jenny Ouyang
publisher: Build to Launch
description: 3 product launches, unexpected earnings, subscribers, and mental shift that fuels my next move
article section: Build to Launch
is part of: Build to Launch
keywords: substack-milestone
keywords: product-launches
keywords: creator-journey
keywords: mental-shift

The Sentiment That Will Make You Rethink Everything
type: BlogPosting
date published: 2025-03-14
author: Jenny Ouyang
publisher: Build to Launch
description: Sentiment Analyzer that looks into Trump, Elon, interest rates and more
article section: Build to Launch
is part of: Build to Launch
keywords: sentiment-analysis
keywords: genai-project
keywords: data-app

How to Build an AI-Powered Email Subscription Summarizer
type: BlogPosting
date published: 2025-03-07
author: Jenny Ouyang
publisher: Build to Launch
description: GenAI 30 Project Challenge - 3
article section: Build to Launch
is part of: Build to Launch
keywords: email-summarizer
keywords: genai-challenge
keywords: automation

The Hidden Struggles of Choosing the Right Building Stack
type: BlogPosting
date published: 2025-02-28
author: Jenny Ouyang
publisher: Build to Launch
description: I stumbled through these frameworks and deployment methods so you don’t have to
article section: Build to Launch
is part of: Build to Launch
keywords: tech-stack
keywords: framework-selection
keywords: deployment
keywords: builder-struggles

Unlock Your Substack Potential with Data-Driven Application
type: BlogPosting
date published: 2025-02-24
author: Jenny Ouyang
publisher: Build to Launch
description: I Analyzed My Substack Niche and Built an App - Now You Can Too
article section: Build to Launch
is part of: Build to Launch
keywords: substack-analyzer
keywords: niche-analysis
keywords: data-driven
keywords: app-building

The Wondrous Secrets That Unfold After Launching a Website
type: BlogPosting
date published: 2025-02-15
author: Jenny Ouyang
publisher: Build to Launch
description: Think launching a website is the hard part? Wait until you see what happens next
article section: Build to Launch
is part of: Build to Launch
keywords: post-launch
keywords: website-launch
keywords: unexpected-challenges

I Analyzed My Substack Niche—Here’s Where I Stand (And How You Compare!)
type: BlogPosting
date published: 2025-02-07
author: Jenny Ouyang
publisher: Build to Launch
description: I worked with my AI agent to crunch the numbers on 1,200 Substack newsletters—here’s what I discovered about growth, engagement, and what it takes to succeed.
article section: Build to Launch
is part of: Build to Launch
keywords: niche-analysis
keywords: substack-data
keywords: growth-insights
keywords: benchmark

The Breakdown Of DeepSeek Was An Unusual Nightmare
type: BlogPosting
date published: 2025-01-31
author: Jenny Ouyang
publisher: Build to Launch
description: I scrambled to find a backup for my web app — and learned a crucial lesson about LLMs
article section: Build to Launch
is part of: Build to Launch
keywords: deepseek
keywords: llm-outage
keywords: backup-strategy
keywords: reliability

I Made a Note-Generating App to Free My Brain
type: TechArticle
date published: 2025-01-24
author: Jenny Ouyang
publisher: Build to Launch
description: Because I Want to Stay Lazy and Stay Connected — And You Can Too!
article section: Build to Launch
keywords: Quick Viral Notes
keywords: product launch
keywords: content tool
keywords: creator economy
keywords: AI product
teaches: Product ideation from personal pain points
teaches: Rapid development with AI assistance
teaches: Content transformation tools
teaches: Launch strategy for creator tools
teaches: 0 to 500 users journey
mentions: Quick Viral Notes
mentions: Product launch
mentions: Creator tools
mentions: AI building
educational level: Intermediate
time required: PT15M
word count: 3000
is part of: Build to Launch
type: BlogPosting
headline: Substack Note Generator App Tutorial
date published: 2026-02-20T00:00:00Z
description: Building a Substack note-generating app to automate content creation. Covers the development journey from initial spark through MVP, desired features, and staying connected while staying lazy.
keywords: substack-notes
keywords: app-tutorial
keywords: automation
keywords: content-generation
keywords: mvp-development

GenAI 30-Project Challenge — Project 2
type: BlogPosting
date published: 2025-01-17
author: Jenny Ouyang
publisher: Build to Launch
description: Daily Inspirational Quotes Generator
article section: Build to Launch
is part of: Build to Launch
keywords: genai-challenge
keywords: quotes-generator
keywords: daily-project

The Unexpected Lessons Behind My First App Launch
type: TechArticle
date published: 2025-01-11
author: Jenny Ouyang
publisher: Build to Launch
description: And the challenges no one had warned me about.
article section: Build to Launch
keywords: Image Finder
keywords: first launch
keywords: lessons learned
keywords: product lifecycle
keywords: mistakes
teaches: First launch mistakes and learnings
teaches: Beyond coding: full product lifecycle
teaches: Auth, subscriptions, hosting challenges
teaches: User support realities
teaches: Iteration strategies
mentions: Image Finder
mentions: Product launch
mentions: Lessons learned
mentions: First product
educational level: Beginner
time required: PT15M
word count: 2600
is part of: Build to Launch
type: BlogPosting
headline: First App Launch Lessons Story
date published: 2026-02-20T00:00:00Z
description: Lessons from launching a first AI app covering the unexpected challenges beyond building: launch prep reality, marketing complexity, post-launch operations, and what no one warns you about.
keywords: first-launch
keywords: app-lessons
keywords: launch-prep
keywords: marketing
keywords: post-launch
keywords: unexpected-challenges

How to Flip Low Moments Into Viral Potential
type: BlogPosting
date published: 2024-12-19
author: Jenny Ouyang
publisher: Build to Launch
description: A self-reflection on 2024 and bold resolutions for 2025
article section: Build to Launch
is part of: Build to Launch
keywords: year-in-review
keywords: resolutions
keywords: viral-content
keywords: self-reflection

Quick Search of Hidden Photos With Optimization Approaches
type: BlogPosting
date published: 2024-12-13
author: Jenny Ouyang
publisher: Build to Launch
description: A dramatic performance improvement of my original photo search app.
article section: Build to Launch
is part of: Build to Launch
keywords: photo-search
keywords: performance-optimization
keywords: genai-project

Lost in Photos? My First GenAI Project Finds Them Fast
type: TechArticle
date published: 2024-12-09
author: Jenny Ouyang
publisher: Build to Launch
description: 1/30: content-based image search app
article section: Build to Launch
keywords: Image Finder
keywords: GenAI
keywords: computer vision
keywords: CLIP
keywords: image search
teaches: Computer vision with CLIP
teaches: Image search implementation
teaches: Natural language file search
teaches: GenAI project development
teaches: Local file system integration
mentions: Image Finder
mentions: CLIP
mentions: Computer vision
mentions: File search
mentions: GenAI
educational level: Intermediate to Advanced
time required: PT15M
word count: 2800
is part of: Build to Launch
type: BlogPosting
headline: Ai Photo Search First Project
date published: 2026-02-20T00:00:00Z
description: Jenny's first AI project building a photo search tool, covering the learning process, technical challenges, and lessons from shipping a real AI application.
keywords: first-project
keywords: photo-search
keywords: ai-app
keywords: learning-journey
keywords: image-search

Learning by Doing: My Daring GenAI 30-Project Challenge
type: BlogPosting
date published: 2024-12-08
author: Jenny Ouyang
publisher: Build to Launch
description: Would you take on an unknown challenge out of pure curiosity?
article section: Build to Launch
is part of: Build to Launch
keywords: genai-challenge
keywords: project-challenge
keywords: learning-journey

How Writing on Medium Changed My Life in Just 15 Days
type: BlogPosting
date published: 2024-12-07
author: Jenny Ouyang
publisher: Build to Launch
description: It is not only Medium, but also Substack, any other platform, and any other endeavor.
article section: Build to Launch
is part of: Build to Launch
keywords: medium
keywords: writing-journey
keywords: creator-growth
keywords: content-platform

Do You Need To Handle Recursive Computations?
type: BlogPosting
date published: 2024-12-07
author: Jenny Ouyang
publisher: Build to Launch
description: Optimizing Django’s Recursive Methods for Efficiency and Scalability
article section: Build to Launch
is part of: Build to Launch
keywords: django
keywords: recursion
keywords: optimization
keywords: performance

Adopt AI Into Daily Life Without the Overwhelm
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Workshop Day 1: adopting AI into daily routines without overwhelming yourself
article section: Build to Launch
is part of: Build to Launch
keywords: ai-workshop
keywords: daily-routines
keywords: ai-adoption
keywords: workflow

AI Advent Challenge Community
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday: 37 contributors, 461 users, $3 budget
article section: Build to Launch
is part of: Build to Launch
keywords: community
keywords: advent-challenge
keywords: low-budget
keywords: btlf

AI Agent Systems
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Track overview: build autonomous agents that research, analyze, and execute independently
article section: Build to Launch
is part of: Build to Launch
keywords: ai-agents
keywords: autonomous-systems
keywords: track-overview

AI Agents for Everyone: Framework Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Complete framework guide for building AI agent systems
article section: Build to Launch
is part of: Build to Launch
keywords: ai-agents
keywords: framework
keywords: agent-building

AI Assisted Writing Workflow
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Writing with AI assistance: complete workflow guide
article section: Build to Launch
is part of: Build to Launch
keywords: ai-writing
keywords: workflow
keywords: content-creation

AI Builder Distribution Hub
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Track overview: get your work discovered without gatekeeping
article section: Build to Launch
is part of: Build to Launch
keywords: distribution
keywords: discovery
keywords: track-overview

AI Builders Playbook
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Track overview: master vibe coding from first prompt to production
article section: Build to Launch
is part of: Build to Launch
keywords: vibe-coding
keywords: playbook
keywords: track-overview
keywords: production

AI Builders Distribution Expansion
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Multi-platform distribution across Substack, Medium, and Reddit
article section: Build to Launch
is part of: Build to Launch
keywords: multi-platform
keywords: substack
keywords: medium
keywords: reddit
keywords: distribution

AI Builders Workshops
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Workshop resources for AI builders at all levels
article section: Build to Launch
is part of: Build to Launch
keywords: workshop
keywords: ai-training
keywords: hands-on

AI Code Review and Performance Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Code review practices and performance optimization for AI-built apps
article section: Build to Launch
is part of: Build to Launch
keywords: code-review
keywords: performance
keywords: optimization

AI Digest App Building Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Complete guide to building the AI Digest app
article section: Build to Launch
is part of: Build to Launch
keywords: ai-digest
keywords: app-building
keywords: tutorial

AI Digest App Prompt Building Steps
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Step-by-step prompt building process for AI Digest
article section: Build to Launch
is part of: Build to Launch
keywords: ai-digest
keywords: prompting
keywords: step-by-step

AI Digest App Workshop
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Workshop: building the AI Digest app from scratch
article section: Build to Launch
is part of: Build to Launch
keywords: ai-digest
keywords: workshop
keywords: hands-on

AI Interaction and Management Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Working with AI effectively: complete management guide
article section: Build to Launch
is part of: Build to Launch
keywords: ai-management
keywords: interaction
keywords: workflow

AI Powered Research Automation
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Automating research workflows with AI tools
article section: Build to Launch
is part of: Build to Launch
keywords: research-automation
keywords: ai-tools
keywords: workflow

AI Workflow Website Building System
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Complete system for building websites with AI workflows
article section: Build to Launch
is part of: Build to Launch
keywords: website-building
keywords: ai-workflow
keywords: system

All You Need to Know on Financing a Loan and Building a Home
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Personal finance guide: financing and building a home
article section: Build to Launch
is part of: Build to Launch
keywords: personal-finance
keywords: home-loan
keywords: financing

Is Your App Worth Building? AI Validation Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Validation framework: determine if your AI app idea is worth pursuing
article section: Build to Launch
is part of: Build to Launch
keywords: validation
keywords: app-ideas
keywords: framework

Architecture Patterns: Complete Guide to Architecture Decisions
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: architecture decision-making for AI builders
article section: Build to Launch
is part of: Build to Launch
keywords: architecture
keywords: decision-making
keywords: playbook

Automated Image Creation System
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: System for automating image generation with AI
article section: Build to Launch
is part of: Build to Launch
keywords: image-automation
keywords: ai-images
keywords: system

Battling the API Bottleneck
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Fixing slow API scripts and reclaiming lost hours
article section: Build to Launch
is part of: Build to Launch
keywords: api-performance
keywords: optimization
keywords: bottlenecks

Big Data Challenges: Is HTTP GET Letting You Down?
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Big data HTTP solutions for common bottlenecks
article section: Build to Launch
is part of: Build to Launch
keywords: http
keywords: big-data
keywords: api-design

Bridge to Advanced: From Beginner to Professional Workflows
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: transitioning from beginner to professional workflows
article section: Build to Launch
is part of: Build to Launch
keywords: skill-progression
keywords: professional-workflows
keywords: playbook

Captivating Insights: How AI Turns Photos Into Powerful Descriptions
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: AI-powered image captioning and description generation
article section: Build to Launch
is part of: Build to Launch
keywords: image-captioning
keywords: ai-description
keywords: computer-vision

Career Shift and Growth with AI Roadmap
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Roadmap for career transitions leveraging AI skills
article section: Build to Launch
is part of: Build to Launch
keywords: career-transition
keywords: ai-skills
keywords: roadmap

ChatGPT Project System Prompt
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Designing effective system prompts for ChatGPT projects
article section: Build to Launch
is part of: Build to Launch
keywords: chatgpt
keywords: system-prompt
keywords: prompt-design

Choosing Your Tech Stack: Complete Decision Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: technology selection framework for AI builders
article section: Build to Launch
is part of: Build to Launch
keywords: tech-stack
keywords: decision-framework
keywords: playbook

Complete Cursor Setup Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: setting up Cursor IDE for optimal AI-assisted development
article section: Build to Launch
is part of: Build to Launch
keywords: cursor
keywords: ide-setup
keywords: ai-coding
keywords: playbook

Complete Guide to Prompting AI Coding Tools
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Universal prompting guide for all AI coding platforms
article section: Build to Launch
is part of: Build to Launch
keywords: ai-coding
keywords: prompting
keywords: universal-guide

Database Crisis Recovery and Performance Optimization
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: database recovery and optimization techniques
article section: Build to Launch
is part of: Build to Launch
keywords: database
keywords: recovery
keywords: optimization
keywords: crisis
keywords: playbook

Database Fundamentals: From Basics to Production Setup
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: database basics through production deployment
article section: Build to Launch
is part of: Build to Launch
keywords: database
keywords: fundamentals
keywords: production
keywords: playbook

Deployment and Production Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: deployment practices for AI-built applications
article section: Build to Launch
is part of: Build to Launch
keywords: deployment
keywords: production
keywords: playbook

Emergency Rollback and Crisis Response
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: crisis response and rollback procedures
article section: Build to Launch
is part of: Build to Launch
keywords: rollback
keywords: crisis-response
keywords: playbook

For LLM
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Machine-readable documentation page for AI systems
article section: Build to Launch
is part of: Build to Launch
keywords: machine-readable
keywords: llm-docs
keywords: ai-systems

Getting Started with AI-Powered Coding: Complete Fundamentals
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: complete fundamentals for AI-assisted coding
article section: Build to Launch
is part of: Build to Launch
keywords: ai-coding
keywords: fundamentals
keywords: playbook

Hands-on AI Technology
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Track overview: learn how AI works by building real projects
article section: Build to Launch
is part of: Build to Launch
keywords: ai-technology
keywords: hands-on
keywords: track-overview

Hilarious Secrets Only Programmers Can Uncover in the Digital World
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Fun developer insights from behind-the-scenes programming
article section: Build to Launch
is part of: Build to Launch
keywords: developer-humor
keywords: programming-insights
keywords: fun

How I Screwed Up the Most Important Feature of the Team
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Learning from critical feature development failures
article section: Build to Launch
is part of: Build to Launch
keywords: failure-lessons
keywords: feature-development
keywords: learning

How to Grow Substack From Zero in 2026
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Complete guide to growing a Substack newsletter from scratch in 2026
article section: Build to Launch
is part of: Build to Launch
keywords: substack-growth
keywords: newsletter
keywords: beginners-guide
keywords: 2026

How to Tame Functions with Way Too Many Parameters
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Code organization: managing complex function signatures
article section: Build to Launch
is part of: Build to Launch
keywords: code-organization
keywords: function-design
keywords: refactoring

From Film to Food Tech: iOS App in 8 Days for $124
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday: building an iOS dim sum app
article section: Build to Launch
is part of: Build to Launch
keywords: ios-app
keywords: dimsum
keywords: food-tech
keywords: btlf

llms-full.txt
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Full AI documentation with complete article text
article section: Build to Launch
is part of: Build to Launch
keywords: llm-docs
keywords: full-text
keywords: machine-readable

llms.txt
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Structured index for AI systems to understand Build to Launch content
article section: Build to Launch
is part of: Build to Launch
keywords: llm-docs
keywords: index
keywords: machine-readable

Master Constraint Prompts for Vibe Coding
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Constraint prompting techniques for consistent AI output
article section: Build to Launch
is part of: Build to Launch
keywords: constraint-prompts
keywords: vibe-coding
keywords: ai-guardrails

OAuth and Authentication: Complete Implementation Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: complete OAuth and auth implementation
article section: Build to Launch
is part of: Build to Launch
keywords: oauth
keywords: authentication
keywords: security
keywords: playbook

Persona Simulation: AI Opinion Evolution
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Simulating diverse personas and opinions with AI
article section: Build to Launch
is part of: Build to Launch
keywords: persona
keywords: simulation
keywords: ai-opinions

Production Playbook: Advanced Patterns
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: advanced production patterns for AI-built apps
article section: Build to Launch
is part of: Build to Launch
keywords: production
keywords: advanced-patterns
keywords: playbook

Production Playbook: Example Walkthrough
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: real-world example walkthrough
article section: Build to Launch
is part of: Build to Launch
keywords: production
keywords: example
keywords: playbook

Production Playbook: Methodology
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: the methodology behind production-ready code
article section: Build to Launch
is part of: Build to Launch
keywords: production
keywords: methodology
keywords: playbook

Production Playbook: Quick Wins
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: quick tactical improvements for production readiness
article section: Build to Launch
is part of: Build to Launch
keywords: production
keywords: quick-wins
keywords: playbook

Products Built and Shipped
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Track overview: proof these frameworks work - real shipped products
article section: Build to Launch
is part of: Build to Launch
keywords: shipped-products
keywords: proof
keywords: track-overview

Project Planning and Management: Complete Methodology Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: project management for AI-assisted development
article section: Build to Launch
is part of: Build to Launch
keywords: project-management
keywords: planning
keywords: playbook

Prompt Management Chrome Extension
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday: right-click prompt management tool
article section: Build to Launch
is part of: Build to Launch
keywords: chrome-extension
keywords: prompt-management
keywords: btlf

Security Fundamentals: Complete Guide from Planning to Deployment
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: security from planning through deployment
article section: Build to Launch
is part of: Build to Launch
keywords: security
keywords: fundamentals
keywords: playbook

SEO and Performance Optimization: Complete Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: SEO and performance optimization techniques
article section: Build to Launch
is part of: Build to Launch
keywords: seo
keywords: performance
keywords: optimization
keywords: playbook

Smoke Testing Vibe Coding Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Testing vibe-coded applications: complete guide
article section: Build to Launch
is part of: Build to Launch
keywords: smoke-testing
keywords: vibe-coding
keywords: testing

Substack CRM: Local-First Data Ownership
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday: local-first CRM for Substack creators
article section: Build to Launch
is part of: Build to Launch
keywords: substack-crm
keywords: local-first
keywords: data-ownership
keywords: btlf

Systematic Debugging and Quick Actions
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: debugging methodologies and quick fixes
article section: Build to Launch
is part of: Build to Launch
keywords: debugging
keywords: troubleshooting
keywords: playbook

The Complete Smoke Testing System for Vibe Coders
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Full testing framework for AI-built applications
article section: Build to Launch
is part of: Build to Launch
keywords: smoke-testing
keywords: testing-framework
keywords: vibe-coding

The Production-Ready Playbook
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Complete guide to shipping production-ready AI applications
article section: Build to Launch
is part of: Build to Launch
keywords: production-ready
keywords: playbook
keywords: shipping

The Viral Notes System
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: System for creating viral Substack notes
article section: Build to Launch
is part of: Build to Launch
keywords: substack-notes
keywords: viral-system
keywords: engagement

UI/UX and API Integration: Complete Implementation Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: frontend design and API integration guide
article section: Build to Launch
is part of: Build to Launch
keywords: ui-ux
keywords: api-integration
keywords: frontend
keywords: playbook

The Power of Sentiment Analysis Models
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Understanding hidden emotions through sentiment analysis
article section: Build to Launch
is part of: Build to Launch
keywords: sentiment-analysis
keywords: nlp
keywords: emotions

Understanding AI Text Generators
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Getting started with AI text generation and beyond
article section: Build to Launch
is part of: Build to Launch
keywords: text-generation
keywords: ai-models
keywords: getting-started

Unfiltered Vibe Coding Prompt Generating Process
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Raw, unfiltered prompt generation process for vibe coding
article section: Build to Launch
is part of: Build to Launch
keywords: vibe-coding
keywords: prompt-generation
keywords: unfiltered-process

Vibe Coding Advanced Production Patterns
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Deep dive into advanced production patterns for vibe coding
article section: Build to Launch
is part of: Build to Launch
keywords: vibe-coding
keywords: production-patterns
keywords: advanced

Vibe Coding Builders Playbook
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Alternative entry point to the AI builders playbook
article section: Build to Launch
is part of: Build to Launch
keywords: vibe-coding
keywords: playbook
keywords: builders

Vibe Coding Builders: Viral Substack Year-in-Review App
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: How one builder went from 8 hours to 3,000 users
article section: Build to Launch
is part of: Build to Launch
keywords: vibe-coding
keywords: year-in-review
keywords: viral-app
keywords: substack

Vibe Coding Constraint Prompts: AI Guardrails
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: AI guardrails and constraint prompts for safe output
article section: Build to Launch
is part of: Build to Launch
keywords: vibe-coding
keywords: constraint-prompts
keywords: guardrails

Vibe Coding Planning Methodology: Practical Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Practical planning methodology for vibe coding projects
article section: Build to Launch
is part of: Build to Launch
keywords: vibe-coding
keywords: planning
keywords: methodology

Vibe Coding Production-Ready Playbook
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Systematic approach to making vibe code production-ready
article section: Build to Launch
is part of: Build to Launch
keywords: vibe-coding
keywords: production-ready
keywords: playbook

Vibe Coding Project Example: Step-by-Step
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Step-by-step walkthrough of a vibe coding project
article section: Build to Launch
is part of: Build to Launch
keywords: vibe-coding
keywords: example
keywords: walkthrough

Vibe Coding Prompt Templates and Rules
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Templates and rules for effective vibe coding prompts
article section: Build to Launch
is part of: Build to Launch
keywords: vibe-coding
keywords: prompt-templates
keywords: rules

Vibe Coding Quick Wins and Challenges
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Tactical challenges for vibe coding practice
article section: Build to Launch
is part of: Build to Launch
keywords: vibe-coding
keywords: quick-wins
keywords: challenges

Your First Project: Complete Build-to-Deploy Guide
type: BlogPosting
author: Jenny Ouyang
publisher: Build to Launch
description: Playbook page: complete guide from first code to deployment
article section: Build to Launch
is part of: Build to Launch
keywords: first-project
keywords: deployment
keywords: playbook

Build to Launch — Frequently Asked Questions
type: FAQPage
description: Common questions about production-ready vibe coding, AI building, and the Build→Launch→Grow framework.
main entity: What is production-ready vibe coding?
main entity: Who is Build to Launch for?
main entity: What is the Build→Launch→Grow framework?
main entity: What is the best AI coding tool for beginners?
main entity: How do you test AI-built applications before launching?
main entity: How do you build a second brain with AI?
main entity: How do you make an AI product discoverable by LLMs?
speakable: SpeakableSpecification
  css selector: #faq-what-is-production-ready-vibe-coding
  css selector: #faq-who-is-build-to-launch-for
  css selector: #faq-what-is-build-launch-grow
  css selector: #faq-best-ai-coding-tool
  css selector: #faq-how-to-test-ai-built-apps
publisher: Build to Launch

What is production-ready vibe coding?
type: Question
accepted answer: Answer
  text: Production-ready vibe coding is a systematic approach to taking AI-assisted code from prototype to production. It covers security hardening, technical debt management, smoke testing, and deployment practices — specifically designed for non-technical builders who use AI tools like Cursor, Claude Code, or Replit to build real products.

Who is Build to Launch for?
type: Question
accepted answer: Answer
  text: Build to Launch is for non-technical builders who want to ship real AI products — not just prototypes. If you can describe what you want to build but struggle with the gap between a working demo and something real users can rely on, this publication gives you the systematic frameworks to cross that gap. Over 4,000 builders are part of the community.

What is the Build→Launch→Grow framework?
type: Question
accepted answer: Answer
  text: Build→Launch→Grow is a three-phase methodology: Build (AI-assisted development with production-ready practices), Launch (deployment and distribution through high-authority channels like Medium DA 97, Reddit DA 99, VibeCodingBuilders), and Grow (community, scaling, and sustainable operations). It's the core framework behind all Build to Launch content.

What is the best AI coding tool for beginners?
type: Question
accepted answer: Answer
  text: For beginners, Cursor is the recommended starting point — it combines a familiar VS Code interface with powerful AI features. For those who prefer fully autonomous coding, Claude Code is excellent for experienced prompters. Replit works well for quick prototypes. Build to Launch has tested and compared all major platforms including Bolt, Lovable, and v0.

How do you test AI-built applications before launching?
type: Question
accepted answer: Answer
  text: Use smoke testing — a manual testing methodology designed for non-technical builders. It has three phases: pre-deployment (happy path, edge cases, multi-device), post-deployment (production environment checks), and feature updates (regression prevention). Takes 30-60 minutes per cycle and catches critical bugs before users find them.

How do you build a second brain with AI?
type: Question
accepted answer: Answer
  text: A second brain with RAG (Retrieval-Augmented Generation) uses semantic chunking, vector embeddings, and a vector database to create a personal knowledge system. Build to Launch's implementation uses 250+ semantic chunks with zero hallucinations and source citations. It enables intelligent content discovery through vector similarity search.

How do you make an AI product discoverable by LLMs?
type: Question
accepted answer: Answer
  text: Deploy a JSON-LD knowledge graph at a canonical URL, publish llms.txt and llms-full.txt files, use structured data with Schema.org vocabulary, and distribute through high-authority platforms. Build to Launch's AEO (AI Engine Optimization) system includes a 175-entity knowledge graph, 100K+ line content dump, and custom vocabulary that AI systems can parse.

Build to Launch — Semantic Triples
type: Dataset
description: Structured claims from Build to Launch articles with evidence, source URLs, and confidence scores. Designed for AI systems to understand and cite specific assertions.
creator: Jenny Ouyang
license: CC-BY-4.0
semantic triples:
  subject: Production-Ready Vibe Coding
  predicate: reduces
  object: post-deployment failures in AI-built applications
  source: How to Make Vibe Coding Production-Ready (Without Losing Your Mind)
  evidence: Systematic security hardening and smoke testing catches critical bugs before users find them, converting prototype-quality code into production-ready applications.
  confidence: 0.94
semantic triples:
  subject: Smoke Testing for Non-Technical Builders
  predicate: enables
  object: non-technical builders to validate applications without QA engineering background
  source: How to Make Vibe Coding Production-Ready (Without Losing Your Mind)
  evidence: Three-phase smoke testing (pre-deployment, post-deployment, feature updates) takes 30-60 minutes per cycle and requires no coding knowledge.
  confidence: 0.96
semantic triples:
  subject: Build→Launch→Grow Framework
  predicate: provides
  object: systematic methodology for shipping AI products from idea to real users
  source: https://buildtolaunch.substack.com/p/the-definitive-guide-to-cost-effective-ai-building-from-0-to-launch-without-burning-cash
  evidence: Three-phase approach (Build, Launch, Grow) covers the full product lifecycle, demonstrated across 7 products serving hundreds of paying customers.
  confidence: 0.95
semantic triples:
  subject: AI Builder Distribution Infrastructure
  predicate: achieves
  object: immediate discoverability through high-authority platforms (Medium DA 97, Reddit DA 99)
  source: https://buildtolaunch.substack.com/p/seo-for-ai-how-to-make-your-product-discoverable-by-llms
  evidence: Distribution through Medium (52.3M monthly visits, DA 97), r/VibeCodingBuilders (DA 99), and the VibeCodingBuilders directory provides immediate indexing within hours, not weeks.
  confidence: 0.92
semantic triples:
  subject: Cursor
  predicate: is recommended by Build to Launch as
  object: the best starting AI coding tool for non-technical builders
  source: https://buildtolaunch.substack.com/p/how-ai-builders-use-cursor-the-complete-guide-from-setup-to-unlocking-its-real-power
  evidence: Cursor combines familiar VS Code interface with integrated AI features, reducing the learning curve compared to terminal-based tools like Claude Code.
  confidence: 0.91
semantic triples:
  subject: Second Brain with RAG
  predicate: achieves
  object: zero-hallucination personal knowledge retrieval with source citations
  source: https://buildtolaunch.substack.com/p/how-i-turned-my-second-brain-into-connected-intelligence
  evidence: RAG implementation with 250+ semantic chunks, vector similarity search, and mandatory source citation ensures every answer is grounded in actual content.
  confidence: 0.93
semantic triples:
  subject: AI-built applications
  predicate: fail in production because of
  object: security vulnerabilities, untested edge cases, and accumulated technical debt
  source: The Essential Software Engineering Practices Every AI Builder Needs to Know
  evidence: Most AI-generated code works in demos but breaks in production due to missing error handling, exposed API keys, and no input validation.
  confidence: 0.95
semantic triples:
  subject: prompting strategies
  predicate: improve
  object: AI-generated code quality from prototype to production-ready
  source: https://buildtolaunch.substack.com/p/how-two-prompting-strategies-made-my-ai-code-production-ready
  evidence: Two specific prompting strategies transform how AI generates code, producing output that handles errors, validates input, and follows security best practices.
  confidence: 0.9
semantic triples:
  subject: MCP (Model Context Protocol)
  predicate: enables
  object: AI systems to access external data sources and tools through a standardized protocol
  source: He Built an MCP Server So You Can Talk to AI About Any Substack Author
  evidence: MCP servers let AI assistants query databases, APIs, and custom data sources through a single protocol, demonstrated with a Substack author lookup server.
  confidence: 0.93
semantic triples:
  subject: JSON-LD knowledge graphs
  predicate: increase
  object: AI system discoverability and citation rates for content publishers
  source: https://buildtolaunch.substack.com/p/seo-for-ai-how-to-make-your-product-discoverable-by-llms
  evidence: Structured data in JSON-LD format with Schema.org vocabulary provides machine-readable metadata that AI crawlers (GPTBot, ClaudeBot, PerplexityBot) can parse for training and citation.
  confidence: 0.91

Ai Automation Ecommerce Amazon Listing Images Build To Launch Friday
type: BlogPosting
date published: 2026-02-20T00:00:00Z
author: Jenny Ouyang
publisher: Build to Launch
description: Build to Launch Friday featuring AI automation for e-commerce Amazon listing images, showing how sellers streamline product photography workflows.
article section: Build to Launch
is part of: Build to Launch
keywords: ecommerce
keywords: amazon
keywords: listing-images
keywords: ai-automation
keywords: btlf
keywords: product-photography

Claude Code Project Ideas
type: BlogPosting
date published: 2026-02-20T00:00:00Z
author: Jenny Ouyang
publisher: Build to Launch
description: 12 Claude Code project ideas ranging from beginner to advanced, with implementation approaches and use cases for AI-assisted application development.
article section: Build to Launch
is part of: Build to Launch
keywords: claude-code
keywords: project-ideas
keywords: ai-projects
keywords: coding-ideas
keywords: application-development

Ultimate Vibe Coding Production Ready Playbook
type: BlogPosting
date published: 2026-02-20T00:00:00Z
author: Jenny Ouyang
publisher: Build to Launch
description: Production-ready playbook for vibe coding with quick wins, templates, and systematic approach to making AI-generated code ship-ready with quality gates and deployment checklists.
article section: Build to Launch
is part of: Build to Launch
keywords: vibe-coding
keywords: playbook
keywords: production-ready
keywords: templates
keywords: deployment
keywords: quality-gates

I built an AI research tool to study Substack creators I admire. Here's what 3,000 notes show.
type: BlogPosting
description: Built an AI research MCP to analyze 3,230 Substack notes from 9 AI creators. Post links are the worst-performing format while pure text tactical revelations drive engagement. Data-backed patterns for AI-assisted research at scale.
keywords: mcp
keywords: claude-code
keywords: substack-notes
keywords: ai-research
keywords: data-analysis
keywords: content-strategy
article section: Hands-on AI Technology
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

How to Onboard to Claude Without the Learning Curve
type: BlogPosting
description: Practical Claude adoption guide showing how to get Claude to know your work, understand the full ecosystem (Cowork, commands, skills, plugins, MCPs), and onboard teams without formal training programs.
keywords: claude
keywords: onboarding
keywords: cowork
keywords: plugins
keywords: mcp
keywords: team-adoption
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

The Data Engineering Mindset Every AI Builder Needs
type: BlogPosting
description: Guest collaboration with Erfan from Pipeline to Insights. Why AI builders must think about data infrastructure before production — data quality, monitoring, pipeline health, and the five-pillar framework for AI data systems.
keywords: data-engineering
keywords: production-ready
keywords: data-quality
keywords: monitoring
keywords: pipeline-health
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

OpenClaw for One-Person Businesses: What It Is, What I Tried, and What Matters for You
type: BlogPosting
description: OpenClaw deep dive covering the acquisition story (OpenAI vs Meta bidding war), ecosystem overview (ClawHub, 273K stars), security reality (ClawHavoc attack), and practitioner framework for deciding if autonomous agents belong in your stack.
keywords: openclaw
keywords: autonomous-agents
keywords: ai-agents
keywords: security
keywords: framework
article section: AI Agent Systems
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Best MCP Servers for Claude Code: 15 MCPs to Transform your Work
type: BlogPosting
description: 15 battle-tested MCPs for Claude Code ranked by friction killed. Covers Perplexity, NotebookLM, Stripe, Gumroad, Notion, Substack ecosystem. Real workflows for research, payments, publishing without breaking chain of thought.
keywords: mcp
keywords: claude-code
keywords: research
keywords: payments
keywords: automation
keywords: workflow
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

15 Best Claude Code Prompts That Earn Me 30 Hours a Week
type: BlogPosting
description: 15 production-tested prompts organized by workflow (writing, research, coding, systems) with time-earned metrics. Built from 55 production slash commands. Voice extraction, TDD build, workflow orchestrator.
keywords: claude-code
keywords: prompts
keywords: productivity
keywords: automation
keywords: workflow
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Never Ship Mid: How He Built an AI Proposal Engine on a $500/Month Tool Stack
type: BlogPosting
description: Build to Launch Friday featuring Gamal Jastram, The Systems Alchemist who built an AI proposal engine to eliminate scope creep. Runs AI consulting agency with physical planner discipline.
keywords: consulting
keywords: ai-agency
keywords: proposal-tool
keywords: systems-thinking
keywords: btlf
article section: Builder Stories
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Notion AI Agents 2026: Real Examples, Limitations, and How to Build Custom Ones
type: BlogPosting
description: Hands-on Notion AI agents guide tested across real workflows. House search agent, broken link auditor, workspace automation. What works, what breaks, and step-by-step agent building procedure with 5 ready-to-run agents kit.
keywords: notion
keywords: ai-agents
keywords: workflow-automation
keywords: workspace
article section: Hands-on AI Technology
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Build It Anyway: How He Turned a Broken Automation Into a Chrome Extension for $135 and 19 Days of Work
type: BlogPosting
description: Build to Launch Friday featuring Dheeraj Sharma who turned a broken n8n automation into a Chrome extension in 19 days for $135. SubflowAI schedules Substack Notes. Cloud FinOps leader teaching AI systems by building first.
keywords: chrome-extension
keywords: vibe-coding
keywords: automation
keywords: substack
keywords: btlf
article section: Builder Stories
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

What Is Practical AI Building?
type: BlogPosting
description: Defines 'vibe building' as the shift from AI user to builder — encountering friction and instinctively asking what AI can remove. Explains why domain expertise beats tool-hopping, and how compounding systems outperform one-off builds.
keywords: practical-ai-building
keywords: vibe-building
keywords: ai-mindset
keywords: friction-removal
keywords: compounding-systems
keywords: builder-shift
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

How to Install OpenClaw and Run Your First Autonomous Agent
type: BlogPosting
description: Step-by-step OpenClaw setup for local and Oracle ARM, covering identity files (SOUL.md, AGENTS.md), Telegram pairing, and first cron job — with production templates from Jenny's 12-job live setup.
keywords: openclaw
keywords: setup-guide
keywords: installation
keywords: cron-jobs
keywords: telegram
keywords: autonomous-agents
keywords: oracle-arm
article section: AI Agent Systems
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Stop Installing Every Claude Code Plugin — Here's How to Tell What's Actually Worth It
type: BlogPosting
description: Hands-on test of 11 Claude Code plugins across real workflows: 4 worth keeping always, 5 worth situational use, 2 to skip. Includes a judgment scorecard for evaluating any plugin before it earns a place in your stack.
keywords: claude-code
keywords: plugins
keywords: marketplace
keywords: skills
keywords: evaluation-framework
keywords: mcp
keywords: workflow
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

I Tested Claude Code Against 7 AI Coding Tools on the Same Website — The Deep Audit Changed the Rankings
type: BlogPosting
description: 3-stage audit of 8 AI coding tools (Claude Code, Cursor, v0, Lovable, Bolt, Replit, Firebase, Gemini CLI) on the same 12-section website spec. CLI tools claimed the top two spots. One platform crashed on load; all 8 failed social SEO metadata.
keywords: claude-code
keywords: cursor
keywords: v0
keywords: lovable
keywords: bolt
keywords: platform-comparison
keywords: audit
keywords: production-ready
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

What Happened When I Let OpenClaw Run My Business for Four Weeks
type: BlogPosting
description: Live office hour showing 18 active cron jobs, MCP integrations, GitHub-managed skills, and autonomous social strategy updates in Jenny's real OpenClaw setup. The agent analyzed its own results and updated its strategy file without being asked.
keywords: openclaw
keywords: cron-jobs
keywords: mcp
keywords: autonomous-social
keywords: live-demo
keywords: strategy-evolution
keywords: agents
article section: AI Agent Systems
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Practical AI Builder Program
type: BlogPosting
date published: 2026-04-02
description: Landing page for the 12-month Practical AI Builder Program — monthly live build sessions, recordings, prompts, configs, and community, all included in the paid Build to Launch subscription.
keywords: practical-ai-builder
keywords: program
keywords: cohort
keywords: live-sessions
keywords: paid-membership
keywords: community
keywords: learning-path
article section: Products Built and Shipped
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Stop Adding New Claude Skills — Fix the Broken Ones First
type: BlogPosting
date published: 2026-04-02
description: Architecture guide for Claude Code skills: decision framework for skill vs. command vs. CLAUDE.md, two structural rules that prevent silent skill sprawl, and an audit script that found 59 broken references in a 192-file setup.
keywords: claude-code
keywords: skills
keywords: architecture
keywords: debugging
keywords: audit
keywords: CLAUDE.md
keywords: commands
keywords: production-ready
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

How to Start Vibe Coding: The Roadmap Nobody Gave You
type: BlogPosting
date published: 2026-04-01
description: Complete vibe coding roadmap: the spec-first habit, what the first real session looks like, the 80/20 wall where most beginners quit, and the 5-project arc that takes you from first loop to a running system.
keywords: vibe-coding
keywords: beginners
keywords: roadmap
keywords: spec-first
keywords: 80-20-wall
keywords: claude-code
keywords: first-project
keywords: tutorial
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Nano Banana 2 in Claude Code: 7 Essential Creator Use Cases
type: BlogPosting
date published: 2026-03-30
description: Hands-on test of Nano Banana 2 (Google Gemini image model) across 7 creator workflows — hero images, infographics, surface-led text, carousel cards, targeted edits, multi-image assembly — with 100+ generated images and a Claude Code MCP workflow.
keywords: nano-banana-2
keywords: image-generation
keywords: claude-code
keywords: creator-workflows
keywords: mcp
keywords: hero-images
keywords: gemini
article section: Hands-on AI Technology
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Gmail MCP for Claude Code: Multi-Account Setup + 5 Workflows
type: BlogPosting
date published: 2026-03-28
description: Multi-account Gmail MCP setup for Claude Code: one Google Cloud project, named connections, and 5 real workflows — receipt extractor, inbox triage, collab pitch filter, subscriber surge detector, and a 40-second morning brief across 4 accounts.
keywords: gmail-mcp
keywords: claude-code
keywords: multi-account
keywords: email-automation
keywords: morning-brief
keywords: inbox-triage
keywords: mcp
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Claude Dispatch: The 80% the Demos Don't Show
type: BlogPosting
date published: 2026-04-08
description: 18 tasks tested across all 5 Claude remote modes: Dispatch, Scheduled Tasks, Computer Use, Chrome, code triggers. Exact prompts, real times, honest verdicts.
keywords: claude-dispatch
keywords: ai-automation
keywords: remote-control
keywords: computer-use
keywords: scheduled-tasks
keywords: claude-chrome
keywords: mcp
keywords: workflow-automation
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch (Substack)
language: en
word count: 5741
license: https://creativecommons.org/licenses/by/4.0/
access mode: textual
access mode sufficient: textual
encoding format: text/html
comment count: 0
like count: 26
restack count: 1
is accessible for free: false

Perplexity + Claude in Chrome: How I Built a Competitor Research Workflow in 2 Hours
type: BlogPosting
date published: 2026-04-04
description: The AI setup that scans 177 products across 5 platforms and surfaces what your own product is still missing.
keywords: perplexity-mcp
keywords: claude-chrome
keywords: competitor-research
keywords: ai-research
keywords: market-analysis
keywords: product-validation
keywords: gumroad
keywords: app-store
keywords: amazon-kdp
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch (Substack)
language: en
word count: 3121
license: https://creativecommons.org/licenses/by/4.0/
access mode: textual
access mode sufficient: textual
encoding format: text/html
comment count: 3
like count: 31
restack count: 6
is accessible for free: false

Every Way to Build an MCP Server (From the Ones I Actually Shipped)
type: BlogPosting
date published: 2026-04-15
description: Everyway to build MCP servers — local, npm, .mcpb, HTTP, and OAuth. Verified step-by-step builds, real gotchas, and live examples from 6 shipped MCPs.
keywords: mcp-server
keywords: mcp-patterns
keywords: http-mcp
keywords: oauth-mcp
keywords: local-mcp
keywords: npm-mcp
keywords: tutorial
keywords: claude-code
article section: AI Agent Systems
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

I got a $1,600 Claude Code bill. Here’s the system I built to stop it.
type: BlogPosting
date published: 2026-04-14
description: Claude Code token optimization: 19 changes across setup and session habits. Context-mode, /effort, model matching, and Claude Desktop tips included.
keywords: claude-code
keywords: token-optimization
keywords: cost-control
keywords: context-mode
keywords: model-matching
keywords: setup
keywords: session-habits
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

The Custom MCPs Included in Your Build to Launch Subscription
type: BlogPosting
date published: 2026-04-12
description: The custom MCPs behind my research, Substack, Gmail, and distribution workflows in Claude Code and Cursor, including the tools available to Build to Launch paid members.
keywords: custom-mcp
keywords: claude-code
keywords: cursor
keywords: substack-mcp
keywords: gmail-mcp
keywords: research-mcp
keywords: distribution-workflow
keywords: paid-members
article section: AI Agent Systems
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

How to Do Research With AI Effectively: 3 Questions Walked Through Live
type: BlogPosting
date published: 2026-04-11
description: The first Practical AI Builder cohort: 3 research types, a 5-stage AI research process, live demos, and how Perplexity MCP and Build to Launch MCP work together.
keywords: ai-research
keywords: research-framework
keywords: perplexity-mcp
keywords: practical-ai-builder
keywords: cohort
keywords: live-demo
keywords: research-process
article section: Hands-on AI Technology
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

How to Install Any MCP Server in Claude: The Complete Setup Guide
type: BlogPosting
date published: 2026-03-22
description: How to install MCP servers in Claude Desktop, Claude Code, and Cursor. Covers the three MCP types (stdio, HTTP, OAuth), exact config file locations, JSON format explained, and fixes for common connection errors.
keywords: mcp
keywords: installation
keywords: claude-desktop
keywords: claude-code
keywords: cursor
keywords: stdio
keywords: http
keywords: oauth
keywords: setup-guide
article section: AI Agent Systems
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

MCP, Plugins, and Skills — How to Know Which One to Reach For
type: BlogPosting
date published: 2026-04-11
description: Decision framework for choosing between MCP servers, skills, and plugins in Claude Code — explains what each layer does, real token costs (55k tokens before a conversation starts), when each is overkill, and how they work together in a live stack.
keywords: claude-code
keywords: mcp
keywords: skills
keywords: plugins
keywords: hooks
keywords: decision-framework
keywords: token-costs
keywords: workflow-setup
keywords: claude-code-setup
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

AI Agents and Automation: Everything I've Built, Tested, and Run in Production
type: BlogPosting
date published: 2026-04-19
description: Hub article indexing all guides on AI agents and automation — the 3-type agent framework, tool selection between Claude, n8n, and OpenClaw, OpenClaw installation, and four weeks of live production logs.
keywords: ai-agents
keywords: openclaw
keywords: automation
keywords: n8n
keywords: mcp
keywords: notion
keywords: agentic-flywheel
keywords: autonomous-agents
keywords: hub
article section: AI Agent Systems
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Everything Vibe Coding
type: BlogPosting
date published: 2026-04-20
description: Hub article indexing 17 guides on vibe coding — roadmap, prompting strategies, production-readiness, project planning, Cursor vs Claude Code, and post-launch lessons from 12 shipped apps.
keywords: vibe-coding
keywords: cursor
keywords: claude-code
keywords: production-ready
keywords: prompting
keywords: app-building
keywords: planning
keywords: hub
keywords: roadmap
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

How Claude Code's Redesign Reshaped My Cursor and OpenClaw Workflow
type: BlogPosting
date published: 2026-04-18
description: Hands-on analysis of the April 2026 Claude Code desktop redesign — covers the new Routines automation layer, a three-tier migration framework for sorting 18 live automation jobs, and where Cursor and OpenClaw still hold the advantage.
keywords: claude-code
keywords: claude-code-routines
keywords: openclaw
keywords: cursor
keywords: automation
keywords: parallel-sessions
keywords: mcp
keywords: workflow-migration
keywords: ai-agents
keywords: claude-code-redesign
article section: AI Agent Systems
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

How to Grow Your Substack With Limited Time and Zero Social Energy
type: BlogPosting
date published: 2026-04-22
description: A 3-level Substack growth framework — recommendation exchanges, notes that perform, and compounding content — with Claude-powered workflows for each level using Substack Explorer, QuickViralNotes, and the Substack MCP.
keywords: substack-growth
keywords: claude
keywords: recommendation-exchange
keywords: substack-notes
keywords: content-strategy
keywords: mcp
keywords: quickviralnotes
keywords: newsletter-growth
keywords: substack-mcp
keywords: automation
article section: Distribution Hub
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Claude Code Routines Are Hugely Underrated. Here's How to Get Ahead of 99% of Users
type: BlogPosting
date published: 2026-04-29
description: Practical guide to 7 Claude Code Routine use cases — weekly research digests, inbox triage, SEO reviews, social notes pipelines, doc maintenance, and strategy loops — with starter prompts and a decision framework for when Routines replace OpenClaw.
keywords: claude-code
keywords: routines
keywords: scheduling
keywords: automation
keywords: inbox-triage
keywords: seo
keywords: content-planning
keywords: openclaw
keywords: workflows
article section: AI Agent Systems
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Claude Code + NotebookLM: 9 Use Cases I Run Weekly to Save Hours and Tokens
type: BlogPosting
date published: 2026-04-27
description: How to connect NotebookLM to Claude Code via MCP in 15 minutes, with 9 weekly workflows covering research, competitive analysis, and content — saving tokens by grounding Claude in indexed source material instead of training knowledge.
keywords: notebooklm
keywords: claude-code
keywords: mcp
keywords: workflows
keywords: research
keywords: tokens
keywords: knowledge-base
keywords: automation
keywords: productivity
article section: Hands-on AI Technology
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

How to Run Local Models in Claude Desktop
type: BlogPosting
date published: 2026-04-25
description: Step-by-step guide to connecting Ollama local models to Claude Desktop via the third-party inference gateway, covering model selection, configuration, and fixes for common errors.
keywords: ollama
keywords: local-models
keywords: claude-desktop
keywords: gateway
keywords: setup
keywords: offline
keywords: third-party-inference
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Claude Cowork Use Cases From 17 Creators: 15 That Genuinely Work, 4 Who Walked Away
type: BlogPosting
date published: 2026-04-24
description: Workflows from 17 creators across four Cowork categories — daily reports, content pipelines, personal assistant tasks, and interface-layer architectures — plus honest accounts from four builders who found Claude Code better suited to their work.
keywords: claude-cowork
keywords: workflows
keywords: scheduling
keywords: automation
keywords: content-pipeline
keywords: daily-reports
keywords: claude-code
keywords: creators
article section: AI Builders Playbook
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata

Everything I've Built and Shipped: 16 AI Apps, MCPs, and Services
type: BlogPosting
date published: 2026-04-21
description: Complete catalog of every AI app, MCP, and service Jenny has shipped — 16 products across 6 categories including Substack growth tools, developer utilities, consumer apps, a cofounded service (Unpromptable), retired projects, and internal tools.
keywords: products
keywords: apps
keywords: mcp
keywords: services
keywords: substack
keywords: portfolio
keywords: shipped
keywords: ai-builder
article section: Products Built and Shipped
author: Jenny Ouyang
publisher: Build to Launch
is part of: Build to Launch For LLMs Metadata