Remaining in-repo surfaces carrying the same retracted or broken
claims as the public pages fixed in the previous two commits.
CONTRIBUTING.md
- "Palace structure matters ... 34% retrieval improvement" → reframed
as scoping (same rewording applied to the website equivalents).
benchmarks/BENCHMARKS.md
- Add a prominent "Important caveat" block at the top of the
"Comparison vs Published Systems" table explaining that R@5
(retrieval recall) and QA accuracy are different metrics, with
citations to Mastra, Mem0, and Supermemory's own published
methodology pages. Annotate the specific competitor rows whose
numbers are QA accuracy, not retrieval recall.
- Annotate the `hybrid v4 + rerank 100%` row to note that the 99.4
→ 100 step was tuned on 3 specific wrong answers (already disclosed
further down in the doc under "Benchmark Integrity"); the honest
hybrid figure is held-out 98.4%.
- Fix the broken clone URL — `aya-thekeeper/mempal` no longer points
at anything; now `MemPalace/mempalace`.
benchmarks/README.md + benchmarks/HYBRID_MODE.md
- Same clone-URL fix applied.
CHANGELOG.md
- Add a ### Documentation entry under [Unreleased] v3.3.0 that names
#875 and summarises the scope of the rewrite.
The `_load_api_key()` function in longmemeval_bench.py and locomo_bench.py
searched for API keys in a fixed path (`~/.config/lu/keys.json`) using
personal key names (`anthropic_milla`, `anthropic_claude_code_main`).
This leaks internal infrastructure details into the public codebase and
trains contributors to store credentials in a non-standard location
rather than using the standard ANTHROPIC_API_KEY env var.
Simplified to: CLI flag > env var > empty string. Updated help text
and HYBRID_MODE.md docs to match.
Co-authored-by: Tadao <tadao@travisfixes.com>
Igor Lins e Silva