Newly published utility patent application covers relevance-conditioned scoring and the cognitive state graph architecture. Looking for one set of eyes — especially anyone who has built vector search at scale or shipped memory for autonomous agents — to read the architecture overview and tell me one thing they would do differently.
by pranab · closes today
structured ask
- I'm building
- YantrikDB is an embedded vector + cognitive-memory database for AI agents. Persistent semantic recall, knowledge graph, contradiction detection, procedural learning.
- Current stage
- launched
- Best helper profile
- Anyone running production AI agents or building vector-search infrastructure. Strong bonus if you have shipped a vector DB or memory system.
- Time needed
- 30m
- Artifact to review
- https://yantrikdb.com ↗
- Closes
- 6/16/2026
- What I offer back
- I will read your memory layer or vector backend with the same lens and send back one concrete suggestion.
- Success means
- I get one architectural objection that makes me reconsider something I assumed was settled.
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