Show HN: A fixed harness for comparing LLM agent memory systems

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GitHub - AML-memory/agent-memory-leaderboard · GitHub

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AML-memory

agent-memory-leaderboard

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beam

beam

clbench

clbench

locomo-refined

locomo-refined

longmemeval-s

longmemeval-s

personamem

personamem

scriptmem

scriptmem

README.md

README.md

api_config.py

api_config.py

requirements.txt

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Public Evaluation Code

This directory publishes the answer-generation and evaluation contracts used by<br>the Agent Memory Leaderboard for its public datasets.

The scripts require Python 3.10 or newer and the dependency listed in<br>requirements.txt. Service URLs, model names, and credentials must be supplied<br>through CLI arguments or environment variables; no credential is bundled here.

Provenance and integrity

Internal shorthand labels<br>are normalized to descriptive public names; answer construction and scoring<br>behavior are unchanged.

The disclosed runtime behavior covers Add/Search/Answer concurrency, timeouts,<br>retries, key rotation, checkpoints, and aggregation. Internal deployment code,<br>service addresses, credentials,<br>databases, datasets, and run artifacts are intentionally outside this public<br>evaluation release.

Disclosed production parameters

Full task timeout: 72 hours; retrieval top_k: 100.

Add: 64 global workers by default, 48-record per-dataset hard cap, 20-message<br>chunks, 1,200-second HTTP timeout, and global-largest-next-record-v1<br>scheduling using estimated chunk counts.

Search: 32 workers, 1,200-second HTTP timeout, six request attempts, up to<br>three failed-record requeues, and adaptive concurrency reduction after five<br>retryable 5xx responses.

Answer: 32 workers, gpt-4o-mini, temperature 0, 180-second HTTP timeout,<br>and six attempts. The configured checkpoint value is 128 tokens, but the<br>outbound provider request intentionally does not send max_tokens.

Judge: a configured evaluator, 360-second HTTP timeout, and a global cap of<br>15 requests. Worker phase limits are 8 for binary evaluation, 15 for rubric<br>evaluation, and 16 for BEAM event alignment; the global cap means effective<br>Judge request concurrency never exceeds 15.

Judge failures: HTTP 429, timeout, and transport failures rotate the key.<br>Pool-wide 429 exhaustion uses a 30-second cooldown and at most three cooldown<br>rounds. Qwen JSON requests set enable_thinking=false.

Scores are computed on [0, 1] internally and published on [0, 100].

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