{ "protocol_id": "linkedin-apify-2026-10-17", "status": "final confirmed three-layer list for the Apify round (confirmed 2026-10-18); 55 keywords across 3 layers, 48 queries; no run started in this commit", "actor": "harvestapi/linkedin-post-search", "operator_ceiling": 5, "operator_ceiling_source": "research/project-log.md section 40, Apify tests on 2026-10-07", "keywords": { "domain_and_tools": [ "architect", "architects", "architecture", "architectural", "\"architectural design\"", "\"computational design\"", "BIM", "Revit", "Rhino", "Grasshopper", "Parametric", "\"generative design\"", "Rendering", "archviz", "\"architectural education\"", "\"architecture students\"" ], "ai": [ "AI", "GenAI", "\"generative AI\"", "\"artificial intelligence\"", "Midjourney", "ChatGPT", "Copilot", "\"Stable Diffusion\"", "DALL-E", "\"AI rendering\"" ], "skill_direct": [ "skill", "skills", "upskilling", "deskilling", "reskilling", "downskilling", "\"skill loss\"", "expertise" ], "skill_cognition": [ "creativity", "\"design thinking\"", "\"critical thinking\"", "judgment", "intuition", "authorship", "\"cognitive offloading\"", "overreliance" ], "skill_process": [ "workflow", "automation", "replace", "replacement", "augmentation", "\"human-in-the-loop\"", "\"role of the architect\"" ], "skill_technical_and_pedagogy": [ "\"technical skills\"", "\"environmental design\"", "\"building performance\"", "\"energy modeling\"", "curriculum", "learning" ] }, "query_count": 48, "queries": [ { "tier": "tier1_three_layer", "family": "direct", "query": "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (skill OR skills)", "operators": 5, "layers": 3, "id": "Q01" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (skill OR skills)", "operators": 5, "layers": 3, "id": "Q02" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(BIM OR Revit) AND (GenAI OR \"generative AI\") AND (skill OR skills)", "operators": 5, "layers": 3, "id": "Q03" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(BIM OR Revit) AND (Midjourney OR ChatGPT) AND (skill OR skills)", "operators": 5, "layers": 3, "id": "Q04" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (upskilling OR reskilling)", "operators": 5, "layers": 3, "id": "Q05" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (upskilling OR reskilling)", "operators": 5, "layers": 3, "id": "Q06" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(Rhino OR Grasshopper) AND (GenAI OR \"generative AI\") AND (upskilling OR reskilling)", "operators": 5, "layers": 3, "id": "Q07" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(Rhino OR Grasshopper) AND (Midjourney OR ChatGPT) AND (upskilling OR reskilling)", "operators": 5, "layers": 3, "id": "Q08" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (deskilling OR \"skill loss\")", "operators": 5, "layers": 3, "id": "Q09" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (deskilling OR \"skill loss\")", "operators": 5, "layers": 3, "id": "Q10" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(Parametric OR \"generative design\") AND (GenAI OR \"generative AI\") AND (deskilling OR \"skill loss\")", "operators": 5, "layers": 3, "id": "Q11" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(Parametric OR \"generative design\") AND (Midjourney OR ChatGPT) AND (deskilling OR \"skill loss\")", "operators": 5, "layers": 3, "id": "Q12" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (creativity OR \"design thinking\")", "operators": 5, "layers": 3, "id": "Q13" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (creativity OR \"design thinking\")", "operators": 5, "layers": 3, "id": "Q14" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(Rendering OR archviz) AND (GenAI OR \"generative AI\") AND (creativity OR \"design thinking\")", "operators": 5, "layers": 3, "id": "Q15" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(Rendering OR archviz) AND (Midjourney OR ChatGPT) AND (creativity OR \"design thinking\")", "operators": 5, "layers": 3, "id": "Q16" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (\"critical thinking\" OR intuition)", "operators": 5, "layers": 3, "id": "Q17" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (\"critical thinking\" OR intuition)", "operators": 5, "layers": 3, "id": "Q18" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(BIM OR Revit) AND (GenAI OR \"generative AI\") AND (\"critical thinking\" OR intuition)", "operators": 5, "layers": 3, "id": "Q19" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(BIM OR Revit) AND (Midjourney OR ChatGPT) AND (\"critical thinking\" OR intuition)", "operators": 5, "layers": 3, "id": "Q20" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (authorship OR judgment)", "operators": 5, "layers": 3, "id": "Q21" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (authorship OR judgment)", "operators": 5, "layers": 3, "id": "Q22" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(Rhino OR Grasshopper) AND (GenAI OR \"generative AI\") AND (authorship OR judgment)", "operators": 5, "layers": 3, "id": "Q23" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(Rhino OR Grasshopper) AND (Midjourney OR ChatGPT) AND (authorship OR judgment)", "operators": 5, "layers": 3, "id": "Q24" }, { "tier": "tier1_three_layer", "family": "process", "query": "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (workflow OR automation)", "operators": 5, "layers": 3, "id": "Q25" }, { "tier": "tier1_three_layer", "family": "process", "query": "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (workflow OR automation)", "operators": 5, "layers": 3, "id": "Q26" }, { "tier": "tier1_three_layer", "family": "process", "query": "(Parametric OR \"generative design\") AND (GenAI OR \"generative AI\") AND (workflow OR automation)", "operators": 5, "layers": 3, "id": "Q27" }, { "tier": "tier1_three_layer", "family": "process", "query": "(Parametric OR \"generative design\") AND (Midjourney OR ChatGPT) AND (workflow OR automation)", "operators": 5, "layers": 3, "id": "Q28" }, { "tier": "tier1_three_layer", "family": "process", "query": "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (replace OR augmentation)", "operators": 5, "layers": 3, "id": "Q29" }, { "tier": "tier1_three_layer", "family": "process", "query": "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (replace OR augmentation)", "operators": 5, "layers": 3, "id": "Q30" }, { "tier": "tier1_three_layer", "family": "process", "query": "(Rendering OR architecture) AND (GenAI OR \"generative AI\") AND (replace OR augmentation)", "operators": 5, "layers": 3, "id": "Q31" }, { "tier": "tier1_three_layer", "family": "process", "query": "(Rendering OR architecture) AND (Midjourney OR ChatGPT) AND (replace OR augmentation)", "operators": 5, "layers": 3, "id": "Q32" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(architect OR architectural) AND (AI OR \"artificial intelligence\") AND (skill OR skills)", "operators": 5, "layers": 3, "id": "Q33" }, { "tier": "tier1_three_layer", "family": "process", "query": "(BIM OR Revit) AND (AI OR \"artificial intelligence\") AND (workflow OR automation)", "operators": 5, "layers": 3, "id": "Q34" }, { "tier": "tier1_three_layer", "family": "process", "query": "(BIM OR Revit) AND (Copilot OR ChatGPT) AND (workflow OR automation)", "operators": 5, "layers": 3, "id": "Q35" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(Rhino OR Grasshopper) AND Copilot AND (skill OR skills)", "operators": 4, "layers": 3, "id": "Q36" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(architect OR architects) AND (GenAI OR \"generative AI\") AND (downskilling OR deskilling)", "operators": 5, "layers": 3, "id": "Q37" }, { "tier": "tier1_three_layer", "family": "direct", "query": "(\"architectural design\" OR \"computational design\") AND (GenAI OR ChatGPT) AND (skills OR expertise)", "operators": 5, "layers": 3, "id": "Q38" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (\"cognitive offloading\" OR overreliance)", "operators": 5, "layers": 3, "id": "Q39" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(architect OR architects) AND (Midjourney OR ChatGPT) AND (\"cognitive offloading\" OR overreliance)", "operators": 5, "layers": 3, "id": "Q40" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(architect OR architectural) AND (\"Stable Diffusion\" OR DALL-E) AND (creativity OR authorship)", "operators": 5, "layers": 3, "id": "Q41" }, { "tier": "tier1_three_layer", "family": "cognition", "query": "(Rendering OR archviz) AND (\"AI rendering\" OR Midjourney) AND (creativity OR judgment)", "operators": 5, "layers": 3, "id": "Q42" }, { "tier": "tier1_three_layer", "family": "process", "query": "(architect OR architects) AND (GenAI OR \"generative AI\") AND (\"human-in-the-loop\" OR \"role of the architect\")", "operators": 5, "layers": 3, "id": "Q43" }, { "tier": "tier1_three_layer", "family": "process", "query": "(\"architectural design\" OR architecture) AND (GenAI OR \"generative AI\") AND (replacement OR augmentation)", "operators": 5, "layers": 3, "id": "Q44" }, { "tier": "tier1_three_layer", "family": "technical_and_pedagogy", "query": "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (\"technical skills\" OR \"environmental design\")", "operators": 5, "layers": 3, "id": "Q45" }, { "tier": "tier1_three_layer", "family": "technical_and_pedagogy", "query": "(BIM OR \"architectural design\") AND (AI OR \"generative AI\") AND (\"building performance\" OR \"energy modeling\")", "operators": 5, "layers": 3, "id": "Q46" }, { "tier": "tier1_three_layer", "family": "technical_and_pedagogy", "query": "(\"architectural education\" OR \"architecture students\") AND (GenAI OR \"generative AI\") AND (curriculum OR learning)", "operators": 5, "layers": 3, "id": "Q47" }, { "tier": "tier1_three_layer", "family": "technical_and_pedagogy", "query": "(\"architectural education\" OR \"architecture students\") AND (Midjourney OR ChatGPT) AND (skills OR \"critical thinking\")", "operators": 5, "layers": 3, "id": "Q48" } ], "searchQueries": [ "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (skill OR skills)", "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (skill OR skills)", "(BIM OR Revit) AND (GenAI OR \"generative AI\") AND (skill OR skills)", "(BIM OR Revit) AND (Midjourney OR ChatGPT) AND (skill OR skills)", "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (upskilling OR reskilling)", "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (upskilling OR reskilling)", "(Rhino OR Grasshopper) AND (GenAI OR \"generative AI\") AND (upskilling OR reskilling)", "(Rhino OR Grasshopper) AND (Midjourney OR ChatGPT) AND (upskilling OR reskilling)", "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (deskilling OR \"skill loss\")", "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (deskilling OR \"skill loss\")", "(Parametric OR \"generative design\") AND (GenAI OR \"generative AI\") AND (deskilling OR \"skill loss\")", "(Parametric OR \"generative design\") AND (Midjourney OR ChatGPT) AND (deskilling OR \"skill loss\")", "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (creativity OR \"design thinking\")", "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (creativity OR \"design thinking\")", "(Rendering OR archviz) AND (GenAI OR \"generative AI\") AND (creativity OR \"design thinking\")", "(Rendering OR archviz) AND (Midjourney OR ChatGPT) AND (creativity OR \"design thinking\")", "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (\"critical thinking\" OR intuition)", "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (\"critical thinking\" OR intuition)", "(BIM OR Revit) AND (GenAI OR \"generative AI\") AND (\"critical thinking\" OR intuition)", "(BIM OR Revit) AND (Midjourney OR ChatGPT) AND (\"critical thinking\" OR intuition)", "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (authorship OR judgment)", "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (authorship OR judgment)", "(Rhino OR Grasshopper) AND (GenAI OR \"generative AI\") AND (authorship OR judgment)", "(Rhino OR Grasshopper) AND (Midjourney OR ChatGPT) AND (authorship OR judgment)", "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (workflow OR automation)", "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (workflow OR automation)", "(Parametric OR \"generative design\") AND (GenAI OR \"generative AI\") AND (workflow OR automation)", "(Parametric OR \"generative design\") AND (Midjourney OR ChatGPT) AND (workflow OR automation)", "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (replace OR augmentation)", "(architect OR architectural) AND (Midjourney OR ChatGPT) AND (replace OR augmentation)", "(Rendering OR architecture) AND (GenAI OR \"generative AI\") AND (replace OR augmentation)", "(Rendering OR architecture) AND (Midjourney OR ChatGPT) AND (replace OR augmentation)", "(architect OR architectural) AND (AI OR \"artificial intelligence\") AND (skill OR skills)", "(BIM OR Revit) AND (AI OR \"artificial intelligence\") AND (workflow OR automation)", "(BIM OR Revit) AND (Copilot OR ChatGPT) AND (workflow OR automation)", "(Rhino OR Grasshopper) AND Copilot AND (skill OR skills)", "(architect OR architects) AND (GenAI OR \"generative AI\") AND (downskilling OR deskilling)", "(\"architectural design\" OR \"computational design\") AND (GenAI OR ChatGPT) AND (skills OR expertise)", "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (\"cognitive offloading\" OR overreliance)", "(architect OR architects) AND (Midjourney OR ChatGPT) AND (\"cognitive offloading\" OR overreliance)", "(architect OR architectural) AND (\"Stable Diffusion\" OR DALL-E) AND (creativity OR authorship)", "(Rendering OR archviz) AND (\"AI rendering\" OR Midjourney) AND (creativity OR judgment)", "(architect OR architects) AND (GenAI OR \"generative AI\") AND (\"human-in-the-loop\" OR \"role of the architect\")", "(\"architectural design\" OR architecture) AND (GenAI OR \"generative AI\") AND (replacement OR augmentation)", "(architect OR architectural) AND (GenAI OR \"generative AI\") AND (\"technical skills\" OR \"environmental design\")", "(BIM OR \"architectural design\") AND (AI OR \"generative AI\") AND (\"building performance\" OR \"energy modeling\")", "(\"architectural education\" OR \"architecture students\") AND (GenAI OR \"generative AI\") AND (curriculum OR learning)", "(\"architectural education\" OR \"architecture students\") AND (Midjourney OR ChatGPT) AND (skills OR \"critical thinking\")" ], "post_filters_not_in_the_query": [ "software architect", "software architecture", "enterprise architect", "enterprise architecture", "solution architect", "solutions architect", "GitHub Copilot", "cloud architect", "data architect", "security architect", "systems architect", "network architect" ], "recommended_actor_input_not_executed": { "maxPosts": 50, "postedLimitDate": "2022-11-30", "sortBy": "date", "scrapeComments": false, "scrapeReactions": false, "profileScraperMode": "short", "contentType": "all" } }