project
Vector store used for dense retrieval in both the v1 and v2 pipelines described in the write-up.
No evidence-backed relationships are recorded.
A dev.to walkthrough proposes MemoryBench: four tasks, ten metrics and a million-fact store, so buyers can measure recall, latency and write cost themselves before signing.
Reality
Mithil Vakde's from-scratch transformer landed one point behind TRM on the public eval. His own ablations put 20 of those 44 points on two representation choices rather than on any amount of compute.
Reality
The text-to-SQL repo went read-only on 29 March 2026 with its last push in February, but the README says nothing and the cloud product still sells. If you pinned it, the code is fine and the perimeter is yours.
Reality
Ninety days of Wiz honeypot telemetry shows tooling written for LiteLLM's internals, including a config test endpoint that spawns whatever command it is handed and a miner whose output comes home inside the MCP protocol.
Reality
A scanned 346-page Kannada novel broke pure vector search. Hybrid BM25 plus dense retrieval with RRF, and a regex page router, took reported faithfulness to 0.92.
Reality