When does an AI agent actually learn from experience? →
Current answer · Explainer + follow-up Brief
A stored lesson can matter only if the system receives it when it applies.
What information does AI need to do the job well?
The useful question is not how much an agent can hold, but which information it needs for this job—and whether it uses it when it matters.
Open question · no dedicated Atlas answer yet
Keep this question in My Atlas to see future contributions and map changes. No email notifications.
What this question includes
This question covers instructions, documents, retrieved facts and unfinished work. Learning asks whether experience changes a method; Trust asks whether the resulting answer supports a decision.
A possible investigation · not scheduled or tested
When does adding more context help—and when does it hide what matters?
- 01Identify what is needed
- 02Select and retrieve
- 03Use it in the task
- 04Discard what no longer applies
What would count as progress?
- Compare a small relevant set with a larger mixed set on the same task.
- Include necessary information, distracting information and cases that already work with the simple approach.
- Check omissions and unsupported conclusions, not just whether the answer repeats a keyword.
Start with related reading
These articles explain parts of the problem. They do not amount to a dedicated answer to this question.
Playbook · 24 October 2026
Keep Codex on track →
See a concrete set of task, state and evidence files. The recorded handoff does not compare general context strategies.
One supervised workflow, continued in a fresh session after a planned change of assignment. No measured reliability or time advantage.
Explainer · 23 October 2026
When agents learn from experience →
See why storing an experience, retrieving it and benefiting from it are separate steps.
Four sessions on four fictional cases; both conditions met all 32 checks. Autonomous learning and long-term memory were not tested.
How this question changed
Question versions describe its framing, published contributions and place in the map. Article versions keep their own evidence and history.
Map change · question version 1 · recorded 24 October 2026
Atlas now gives every current article a question home and opens seven further questions with a scope and related reading. Open means no dedicated Atlas answer yet. No new research finding or test is claimed, and existing article-based follows keep their scope.
See this change across Atlas →