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GitOfThoughts
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gitofthoughts-f8fca354·1 events·first seen 2d agoAliases: GitOfThoughts
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GitOfThoughts: Version-Controlled Reasoning and Agent Memory You Can Replay, Diff, and MergeTree of ThoughtsChain-of-Thought Self-ConsistencyChain-of-Thought Fine-TuningGPT-5.4 Thinkingchain-of-thought monitoringGitNexusOpen Chain of Thought LeaderboardParaThinkerlatent chain-of-thoughtGitLabchain-of-thought prompting
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GitOfThoughts: Git-based agent memory substrate with sobering findings on memory utility for novel problems
Researchers introduce GitOfThoughts, a system that stores LLM reasoning trees as git repositories, enabling replayable, auditable, and mergeable agent memory at low engineering cost. Across five memory substrates (none, markdown, vector, graph, git), two benchmarks, and two model scales with pre-registered replications, the paper finds that no memory format reliably improves accuracy on novel problems. Memory only helps above a 'copyability threshold' (similarity >~0.8), where retrieved cases are near-duplicates of the current problem — and even then, the gain is answer retrieval rather than method transfer. The paper also documents a retracted result and refuted hypothesis, modeling a rigorous evaluation standard.