Technical PM & Delivery
Requirements, decision records, uncertainty and the business outcomes of delivery.
Research-design drafts identify proposed methods and limitations. They do not claim completed experiments.
AI Coding Speed and the Delivery Bottleneck
Faster coding can move work into review, testing or release queues without improving end-to-end delivery. Analyse the whole value stream before declaring a productivity gain.
Sprint Forecasting Under Uncertain Requirements
A forecast should describe uncertainty rather than pretend scope and capacity are fixed. Evaluate whether its range is calibrated against actual delivery.
The Dependency Cost of a Small Feature
Feature size at the interface can conceal changes to access, data, testing and release. A dependency map helps explain why the visible request is not the full delivery scope.
Why Risk Registers Miss Incidents
A register is useful when risks change decisions and ownership. A long list of generic entries can coexist with unexamined assumptions that later drive an incident.
AI Build Versus Buy with Maintenance Included
The comparison should include integration, review, migration and maintenance, not just development effort versus subscription cost. Control and portability are also decision criteria.
Can AI Improve a Product Requirements Document?
A better-looking document may still contain unsupported features or unresolved conflicts. Evaluate requirements quality against the actual discovery evidence.
Decision Logs and Institutional Memory
A decision record should help a later teammate reconstruct the context, rejected options and consequences. Storage alone does not make the reasoning retrievable.
Remote Team Delivery Without Surveillance
Visibility should concern commitments, dependencies and completed outcomes, not the amount of visible activity. A coordination system can expose blocked work without measuring every person's screen time.
Why AI Pilots Fail to Reach Production
A convincing demo may omit data ownership, evaluation, operations and maintenance. A pilot becomes a product only when those responsibilities have a workable home.
Agile Transformation Without Assuming the Answer
Start with the diagnosed workflow problem. Adopting ceremonies can add work without fixing unclear priorities, external dependencies or unstable demand.