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Power user

Case study · Compounding wiki

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A retelling of a research agent that leaves pages behind, attributed by the poster to Andrej Karpathy.

Path Power user
Source @fleyta88
Posted 2026-10-09, @fleyta88
Concept Wiki memory

The situation

Research agents that only search and answer build a pile of chats. The post says the fix is to treat memory as files: raw sources untouched, a wiki of linked pages, and rules for the update. The next question hits the wiki first. Gaps go back to the sources. The answer is written back.

Claims

Claim Status
The workflow is Karpathy's, as the poster understands a recent demonstration Per post. The post has no separate primary URL for the demo
raw/ is the source of truth, wiki/ is maintained knowledge, schema is the update rules Per post
The agent reads sources and writes linked pages Per post
The wiki is searched before new source work Per post
A hundred questions can leave a system, rather than a hundred chats Per post, as the poster's contrast
This is "bigger than just better RAG" Per post, as a slogan. The concept page states a narrower, established distinction

Related post: a status by @gippp69. This guide has not given that second post its own page.

What to steal

The three nouns, and the rule that the run is unfinished until a page exists. agentsphere uses them as the linked post, docs/, and CONTRIBUTING.

What to leave

The tone. The missing primary link. Any implication that a wiki replaces search. The post says search still matters.

Sources

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