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Your AI coding assistant has amnesia. Here's how to help

23 January 2026AI · Engineering

Three heads built from interlocking cogs, the cogs of the third drifting away

Context windows end. Projects don't. Practical habits for keeping an assistant productive across sessions rather than re-explaining the codebase daily.

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You don't have an AI problem, you have a management problem

Teams blame the tooling when AI-assisted delivery stalls. More often the bottleneck is unclear ownership, vague requirements and no definition of done.

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Making code quality a system, not a dark art

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SYSTEM_STATE.md: why every AI-assisted project needs a source of truth

A single, current description of what the system does and why beats a thousand scattered tickets — especially when an assistant is reading it.

Your AI coding assistant has amnesia. Here's how to help

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SYSTEM_STATE.md: why every AI-assisted project needs a source of truth