A living knowledge base · regenerated 2026-07-03
What I’m learning about AI, agents, and enterprise IT — with confidence.
145 interlinked pages distilled from 35 sources by an LLM-maintained wiki. Every thesis carries a confidence rubric — how well it’s evidenced, triangulated, and reasoned — so you know exactly how much weight to put on it.
Graded theses
Syntheses, comparisons, and answered questions — sorted by confidence.
Designing IT Roles for an AI Era (Talent Strategy POV)
Designing IT Roles for an AI Era — A Talent-Strategy POV Question (2026-06-02): As AI pushes humans toward higher-value work anchored in domain mastery and solution design, how should we structure IT roles inside an ente…
Managing Enterprise IT Development in the Era of Token Scarcity
Managing Enterprise IT Development in the Era of Token Scarcity Question (2026-06-11): "How do we think of managing IT development work for enterprise IT in the era of token scarcity? Guardrails, incentives and model cho…
Enterprise OpenClaw Playbook (Synthesis)
Enterprise OpenClaw Playbook (Synthesis) Cross-source answer to: "What are the key insights on agentic engineering, and how can OpenClaw-style setups be applied in enterprises?" Synthesizes 8 sources across the Andrej Ka…
CLI vs API vs MCP
CLI vs API vs MCP How LLM agents (esp. Claude Code) talk to external tools. Three sources in this wiki argue about this; the picture is more nuanced than a flat tier list. Side-by-side Dimension CLI API MCP --- --- --- -…
Elevating Manila IT — A 10X-but-not-Hustle Point of View
Elevating Manila IT — A 10X-but-not-Hustle Point of View Question (2026-06-02): As the leader of P&G's Manila IT org (which serves P&G globally), how do I elevate the org and its talent — drawing on the 10X mindset (The …
Manila IT Podcast Ep.1 — Why 10X IT and What's Changing for Your Role
Manila IT Podcast Ep.1 — Why 10X IT and What's Changing for Your Role Context (2026-06-13): Producer POV for the pilot episode of the Manila IT Podcast — a weekly internal show for the P&G Manila IT team (PMs, IT Ops, SR…
Will AI Make Us Dumber Method-Dependent Evidence
Will AI Make Us Dumber? Method-Dependent Evidence Question (2026-05-16): "Can you tell me specific data to argue that AI will not make us dumber if we follow a specific method?" The honest one-liner No single longitudina…
Unlocking 10X in Domain Masters as AI Gets Better
Unlocking 10X in Domain Masters as AI Gets Better Question (2026-06-11): "As AI is becoming better each day, how can one leverage this to unlock a 10X mindset for employees that have domain mastery?" The core claim: AI i…
How Loops Are Improving Work — Sunil's Research Brief
How Loops Are Improving Work — Sunil's Research Brief "Our research to find out how loops are really improving work for people in coding as well as non-coding users. There was this discussion about loops being used to he…
ServiceNow Earnings Reaction — Forced AI Bundling and Retention Risk
ServiceNow Earnings Reaction — Forced AI Bundling and Retention Risk A synthesis of how ServiceNow (NYSE: NOW) earnings have been received in mid-2026, the customer backlash to forced AI bundling , and whether that backl…
DRAG for AI Upskilling at Manila IT Site
DRAG for AI Upskilling at Manila IT Site Question (2026-05-30, via Telegram 3097): "Find our DRAG framework from the my second-brain and share with me practical way I can apply in AI upskilling at Manila IT site." The wi…
Designing AI Products That Don't De-Skill Users
Designing AI Products That Don't De-Skill Users The Gedeon-side complement to Will AI Make Us Dumber Method-Dependent Evidence and Sandeep's Key Insights on Using AI Effectively. Those two answer the usage question — wha…
Sandeep's Key Insights on Using AI Effectively
Sandeep's Key Insights on Using AI Effectively Question (2026-05-30, via Telegram 3099): "Go to my second brain and find out what Sandeep has taught on key insights on using AI to be super effective." The wiki has Sandee…
Turning This Mac Into an AI Operating System
Turning This Mac Into an AI Operating System Question: Watching Nate Herk's AIOS video — how do we actually turn this Mac into an AI Operating System (AIOS)? Short answer: You're already ~70% there — further along than N…
Daily Learning Capture Pipeline
Daily Learning Capture Pipeline (Telegram → Wiki) Question (2026-06-27): Do you save the transcript of the YouTube video link I share to raw folder, or just the link? Short answer: yes — the transcript (or article body, …
Data Democratisation in Sales — Governed Context Layer, Not Dashboard Access
Data Democratisation in Sales — Governed Context Layer, Not Dashboard Access The user's POV (filed back as a query page). Question that triggered it: "How do I implement Data Democratisation inside a sales domain?" Answe…