Field Notes

Practical writing for product leaders and boutique advisors – on deciding what to build, answering the hard questions, and running a sharper practice.

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Consulting Operations

Your Delivery Dashboard Might Be Measuring Nothing Anymore

AI didn't break your delivery metrics. It made most of them meaningless – and the one you think is still safe might not be either.

5 min read
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Consulting Operations

AI Cuts the Easy 80% of Coding in Half. The Hard 20% Barely Moves.

AI cuts routine coding by up to half but under 10% on hard problems. If your bottleneck is the hard 20%, more AI throughput won't move your ship date.

6 min read
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Consulting Operations

Product Managers 'Obsolete by 2030'? What the CPO Report Gets Right - and Dangerously Wrong.

A survey of 1,500 CPOs says the product manager is obsolete by 2030. The data underneath shows something narrower: the constraint moved, not the role.

6 min read
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Consulting Operations

AI Slows Developers Down at First. The Ones Who Push Through Come Out Faster.

The same developers who were 19% slower with AI in 2025 measured faster a year later. Judging AI at month one measures the dip, not the destination.

6 min read
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Consulting Operations

Your AI Agents Don't Have a Model Problem. They Have a Knowledge Problem.

Only 10% of enterprises get AI agents to production. The blocker isn't the model – it's the knowledge layer, and the trust that collapses without it.

6 min read
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Consulting Operations

AI ROI Is 2x a Culture Problem, Not a Tools Problem

Microsoft's 2026 data says culture and management explain 2x the AI impact of individual effort. More seats won't fix an ROI problem that's organizational.

6 min read
Editorial photograph illustrating "AI Writes Code 30% Faster. Your Review Queue Just Got 4.6x Slower."
Consulting Operations

AI Writes Code 30% Faster. Your Review Queue Just Got 4.6x Slower.

AI-generated pull requests wait 4.6x longer for review and pass far less often, so faster coding didn't speed up delivery. The bottleneck just moved.

6 min read
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Consulting Operations

Tech Was Never Stable. Find Your Place to Stand.

Tech workers call the industry "chaotic." It was never stable — and AI, oddly, makes the churn easier to stand in. Here's how to keep your footing.

6 min read
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Consulting Operations

The Cheapest Way to Wreck a Team Is a Bad Manager.

Managers are the single biggest driver of burnout — and the most neglected. Stafford Beer explains why, and why fixing it is the smartest business move.

5 min read