AI Engineering

Decision Records for AI-Assisted Teams

By nimblabs editorial··7 min read
A concise architecture decision record open beside source code

Key takeaways

  • An ADR records what was decided, why, and the consequences — briefly.
  • AI teams need them more: agents relitigate decisions whose rationale isn't written down.
  • Keep them short: context, decision, consequences.
  • Store them in-repo where both humans and agents read them.
  • A decision log stops settled choices being reopened every few weeks.

What a decision record is

An Architecture Decision Record (ADR) is a short note capturing a significant decision: the context that forced it, the choice made, and the consequences. It's the institutional memory of 'why is it like this?'.

ADRs have been good practice for years; AI assistance makes them more valuable, not less.

Why AI teams need them more

AI agents are stateless and have a finite context window, so any decision whose rationale isn't written down gets rediscovered — and often re-debated — every session. The agent 'helpfully' proposes the option you already rejected.

A written record gives the agent (and new teammates) the reasoning, so settled questions stay settled.

The minimal format

Keep it to three parts: Context (what situation/constraints), Decision (what we chose), Consequences (trade-offs and what it rules out). A few sentences each is plenty.

Brevity is the point — an ADR nobody writes because it's heavyweight provides zero memory.

Where to keep them

Store ADRs in the repo (e.g. a docs/decisions folder) and reference them from your project memory file so agents read the relevant ones in context.

Decisions that live only in someone's head — or a buried chat thread — are invisible to both teammates and agents.

Make it a habit

Capture the record at the moment of decision, while the reasoning is fresh. Recovering it weeks later is exactly the expensive work ADRs exist to prevent.

A lightweight, consistent habit beats an elaborate process used once.

Frequently asked questions

What is an architecture decision record?+

A short document capturing a significant decision: its context, the choice made, and the consequences — the 'why is it like this?' of a codebase.

Why do AI-assisted teams need decision records?+

Agents are stateless and forget rationale, so undocumented decisions get re-debated each session. An ADR gives the agent the reasoning so settled choices stay settled.

What should an ADR contain?+

Keep it minimal: context, decision, and consequences — a few sentences each.

Where should decision records live?+

In the repo (e.g. docs/decisions) and referenced from your project memory file so both humans and agents can read them.

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