LongMemEval-s cleaned
98.0% R@5 / 0.933 NDCG@5 on the full 500-question fixture with no LLM reranker or paid API.
Latest published package: v2.1.4. Bilinc 2.1.4 is the cloud-only public SDK, CLI, and MCP adapter for hosted Bilinc Cloud, with a certifi-backed TLS fix for Python SSL trust-store failures.
Fresh benchmark work tightened the public proof layer while keeping scope explicit: reproducible LongMemEval-s retrieval plus caveats for internal-only regressions.
98.0% R@5 / 0.933 NDCG@5 on the full 500-question fixture with no LLM reranker or paid API.
ConvoMem 98.0% and LoCoMo 90.35% are internal ReARC keyword regression checks, not official dataset claims.
Bilinc 2.1.4 keeps the cloud-only public package surface, preserves the simple first-run path, and fixes SSL certificate verification failures seen by some macOS Python installs. Install the package, run bilinc start, connect once with bilinc login, then verify hosted commit and recall with bilinc quicktest.
pip install -U bilinc==2.1.4
Create a hosted API key, then use bilinc login locally or BILINC_API_KEY in server runtimes.
Replace local runtime imports with from bilinc import CloudClient.
Point MCP config at python -m bilinc.cloud_mcp.
Public package claims follow the latest PyPI release: `v2.1.4`.
Use `pip install -U bilinc` and `bilinc start` for the CLI-led Cloud path. Runtime access requires a hosted API key.