Not Every Ticket Needs the $250,000 Engineer You match engineer seniority to the work. Model tiers deserve the same discipline: benchmark, cost, and task duration, priced per solved task with real measured cache rates. The teams skipping that math are paying staff-engineer rates for intern work.
The P.O.S.T. AI World: Resetting the Agile Manifesto for the Age of Agents The Agile Manifesto's "over" was an admission of scarcity: teams could not afford both sides. As AI lifts the execution constraint, the word worth testing is "and."
The Skill Leveling Effect: What Happens When AI Helps Everyone Equally AI's productivity gains skew heavily toward junior and mid-level workers. The floor rises, the distribution tightens, and judgment becomes the scarce asset.
The Woodshop-to-Factory Transition: Why Stage 3 Is Not a Small Step Moving from AI-assisted tools to autonomous agents replaces the operating environment, the way the factory replaced the woodshop. The infrastructure comes first.
Stacking Errors: The Compounding Math Behind AI Governance A 10-step agent pipeline at 95% per-step accuracy completes correctly about 60% of the time. Errors multiply, and quality gates are how reliability comes back.
Your First AI Win Should Take 30 Minutes The fastest way to find out whether AI helps you is a 30-minute experiment on the task you hate most. A list, a test, and a reason to share the result.
Lies, Lies, and Statistics: The Five Ways AI Gets Things Wrong Hallucination is one of five ways AI output misleads. Commission, omission, perspective, bias, and frame of reference each require a different defense.
The 2x2 AI Impact Matrix: What to Do Based on Where You Are Two questions decide what to do about AI for any role: how much time does AI actually compress, and is demand or execution the constraint? The four combinations produce four different prescriptions, and applying the wrong one is expensive.
Two Ways AI Changes Your Job: Demand-Limited vs. Collapsable Tasks Jobs are bundles of tasks, and AI hits the bundle unevenly. Demand-limited tasks call for role evolution and collapsable tasks call for role redefinition. Confusing the two is a reliable path to the wrong investment.
Corporate Currency: The Hidden Social Economy of Organizations Every organization runs an unwritten social economy where attention is priced and trust is the reserve asset. Corporate Currency is the operator's manual: three ways to earn, two ways to spend, and one mistake that costs more than all the rest.
