Lenses

The Thinking Lens moves across product, AI, data, organizations and work, but the subjects are connected by a common concern: how people and systems make decisions when reality refuses to fit neatly inside a framework.

The five Lenses are different ways into that question.

Judgment & Decisions

How we form assessments, interpret evidence, make trade-offs and decide when facts, rules or models do not fully determine the answer.

Start here

  1. I Keep Talking About Judgment. What Do I Actually Mean?
  2. Judgment Is Smaller Than I Thought
  3. Was It Good Judgment, or Did It Just Work?

AI Systems & Governance

How AI systems earn trust: autonomy, grounding, instructions, controls, authority, accountability and the boundaries between them.

Start here

  1. A Skill Is Not Just a Text File
  2. Semantic Supply Chain: Capability Contract & Inputs
  3. The Missing Control Layer

Product & Discovery

How product teams decide what matters, reduce uncertainty, learn from evidence and keep discovery, prioritization, product decisions and delivery connected.

Start here

  1. Where Did the Thinking Go?
  2. Discovery Debt
  3. The Prioritization Theater

Data & Knowledge

How signals become evidence, evidence becomes knowledge, and knowledge becomes better decisions rather than more dashboards.

Start here

  1. Beyond the Dashboard: Intro
  2. From Data-Informed to Knowledge-Driven
  3. The Credibility Score

Work & Organizations

How roles, teams, incentives, skills and professional identity change as technology changes the work underneath them.

Start here

  1. Stop Hiring PM Flavors. Hire Keystones.
  2. PAIR: A Simple Model for AI-Accelerated Apprenticeship
  3. Weekend Reflections #15: The Title You Were