Unit 7 · Give agents memory and orientation

Load the right procedure for the job

You load procedural guides with discover() from a local catalog or external retrieval. Relevance hints guide selection without replacing authorization or evidence.

discover()8 focused minutesNot started

Worked example

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assistant = agent(signature, {
    "memoriesCatalog": memories,
    "skillsCatalog": skills,
})

Run itIn your own project

pip install axllm

import os
from axllm import ai, ax

llm = ai('openai', api_key=os.environ['OPENAI_API_KEY'])
classify = ax('review:string -> sentiment:class "positive, negative, neutral"')
result = classify.forward(llm, {
    'review': 'Useful and boring in the best way.',
})

print('sentiment:', result['sentiment'])

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 -- python src/examples/python/long-agents/codebase-peek-map.py

Active practice

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Answer 2 in a row to learn this · attempt 1

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Source-backed follow-up