Unit 7 · Give agents memory and orientation

Reuse orientation across many questions

You reuse one map across many questions about a repository, document set, or system. The agent still inspects current evidence, but it knows where to begin.

6 focused minutesNot started

Worked example

See the idea in context

await analyst.forward(llm, { repositorySnapshot, question: 'Where is retry policy enforced?' });

Run itIn your own project

npm install @ax-llm/ax

import { ai, ax } from '@ax-llm/ax';

const llm = ai({ name: 'openai', apiKey: process.env.OPENAI_APIKEY! });
const classify = ax('review:string -> sentiment:class "positive, negative, neutral"');

const result = await classify.forward(llm, {
  review: 'Useful and boring in the best way.',
});

Set OPENAI_APIKEY in your environment before running provider-backed code.

In the ax repo

From a clone of the ax repo:

npm run example -- typescript src/examples/typescript/long-agents/codebase-peek-map.ts

Active practice

Show that you can use it

Answer 2 in a row to learn this · attempt 1

Keep exploring

See the idea in context

Show that you can use it

Source-backed follow-up