The Knowledge Hub: AI-Operating Knowledge
A modular, self-updating research surface.
Scene illustration — in build
Seven topics on running AI inside a real business — memory, knowledge flywheels, orchestration, skills, governance, costs, and the open-vs-closed-model question.
Each module is a standalone page. Each updates monthly. Each tells you what changed at the top, so you can scan for what’s new without re-reading what hasn’t moved.
Subscribe to the modules relevant to your work. Skip the ones that aren’t.
The modules
At launch, one module is live — AI Memory. The remaining six are in research and ship across the months that follow; each card below is honest about its status.
- Module 1 — AI Memory. Live. The working/persistent boundary, RAG’s limits, and what memory costs at scale.
- Module 2 — Knowledge Flywheel. Ships June 2026. How knowledge accumulates in operated systems — the documentation → agent → execution → learning loop.
- Module 3 — Orchestration. Ships July 2026. Multi-agent coordination — orchestrator vs swarm vs hierarchical.
- Module 4 — Skills + Tools. Ships August 2026. How agents are equipped with capabilities.
- Module 5 — Governance. Ships September 2026. Audit trails, escalation thresholds, human-in-the-loop discipline.
- Module 6 — Costs. Ships October 2026. Token economics, inference cost curves, operational cost discipline.
- Module 7 — Open vs Closed Models. Ships November 2026. When to use closed (Claude / GPT / Gemini) vs open (Llama / Mistral / DeepSeek).
How the Knowledge Hub works
Modular. Each module is its own page. Read one; skip the rest. No 15,000-word scroll.
Monthly. One module gets a full research review each month. The “last reviewed” date on every card is honest — it’s the actual date the module was last refreshed.
Sourced. Every module is research-backed. Every claim has a citation. The “what changed this month” summary tells you what’s new since you last looked.
Yours to choose. Subscribe per module. If you only care about Orchestration, follow Orchestration. We won’t send you the other six.
The Knowledge Hub is how we think out loud about running AI in a real business. The category-definition essay AI-operated vs AI-generated is the companion piece — it names the position the Hub’s research sits inside.
Subscribe per module — get a short email when a specific module updates, with a summary of what changed. Or subscribe to all seven — one monthly digest covering every module reviewed that month. No drip funnels, no autoresponders, unsubscribe anytime.
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