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Pinned story packets: how Developer keeps builds traceable

Products4 mins read

Introduction

Tickets that link to the 'latest' spec are a quiet source of rework. By the time code lands, the spec has moved.

What's in a packet

An approved story becomes one coding task pinned to its exact versions: scope, PRD, TDD and test cases. A change doesn't edit the packet; it creates a successor with a new ID.

Through to release

Release notes list the versions each feature was built on, so audits and rollbacks start from facts.

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Model training

Introduction

General-purpose models are remarkable, but they don't know your contracts, your claims rules or the shorthand your engineers use. The gap between a demo and a dependable system is almost always domain knowledge. Learning from experience closes that gap. Instead of prompting harder, you let a model practise on your tasks, score the results against what good looks like, and keep the improvements.

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