One page per discipline — diagram first, prose second.

How the skill thinks

The 5-step loop, the roster, the principles, and the two dials: confidence and altitude.

Industry calibration & base rates

Eight sectors, eight sets of defaults, and the regulatory gates each carries.

Decision heuristics & anti-patterns

Name-invocable rules and the 13 tell-and-fix anti-patterns.

Strategy — the sequence of bets

Strategy Blocks, Playing-to-Win, market entry, platforms, and what the canon gets wrong.

Continuous discovery

OST, story-based interviewing, assumption tests, JTBD and the Four Forces.

Pick the method, don't run them all

Eight methods, their calibration traps, and the portfolio layer above scoring.

Metrics — North Star to unit economics

North Star, AARRR, HEART, benchmark bands, value-driver trees, the AI three-tier stack.

AI-Native PM — evals as QA

Error analysis, golden sets, LLM judges, MVQ bars, and the generative-vs-agentic fork.

Growth, PLG & experimentation

Loops over funnels, PQA over PQL, and the rigor that keeps experiments honest.

GTM — positioning, launch & enterprise

Dunford's five components, launch as risk reduction, and the sales interface.

Pricing & monetization

Price before product, EVC, tiers, and the four ways monetization fails.

Five fill-in skeletons

PRD, AI-codegen PRD, strategy doc, OKR, business plan — copy as Markdown.

Org, ProdOps & roadmaps

Operating model, team topologies, anti-cascade OKRs, layered roadmapping.

Execution, lifecycle & sunsetting

Dual-track cadence, PLC, and how to kill a product without killing trust.

Career — the matrix and the loop

The 8×5 skills matrix, the Magic Loop, and the super-IC bet.