Repo Boundary

April 21, 2026 ยท View on GitHub

automem-evals is the experimentation repo for AutoMem benchmark work. It exists to absorb the churn that does not belong in the product repo.

This Repo Owns

  • ruleset experimentation
  • scenario authoring
  • synthetic corpora and manifests
  • experiment runners and helper scripts
  • cross-agent and cross-backend exploratory comparisons
  • timestamped result artifacts and exploratory summaries

automem Owns

  • official LoCoMo and LongMemEval harnesses
  • published benchmark baselines
  • benchmark numbers referenced in README, docs, release notes, or CI
  • release-gating benchmark flows

Contract With automem

  • Start and manage the local stack from the automem repo.
  • Treat the running service as a black-box server under test.
  • Use the documented local surface from automem/docs/EVALS_CONTRACT.md.
  • Do not make automem depend on uncommitted files from this repo.

Avoiding Duplicate Truth

  • Do not create a second "official" LoCoMo or LongMemEval benchmark here.
  • If this repo needs those benchmarks, call the official harness from automem or keep any adapter clearly labeled as experimental.
  • Promote durable findings back into automem only when they have been reproduced through the official benchmark flow.