Supplements, definitely — for a specific workload. General document retrieval at scale (millions of chunks, read-heavy, doc-search patterns) is well-served by existing vector stores; YantrikDB doesn't compete on throughput. Where it's meant to supersede is the narrow case of agent memory: small-to-medium corpus, write-heavy with paraphrases every turn, lives for the lifetime of an agent identity, nothing curating the input.

Your "user believes X" framing is exactly the episodic/semantic split cognitive psych has been calling this for decades. YantrikDB exposes it via memory_type ∈ {episodic, semantic, procedural}. Your intuition about context poisoning from over-specific episodic details lines up with how I've been thinking about it — "we talked about AI at 1am" is high-noise low-signal for future retrieval. The design bet is consolidation + decay should burn episodic into semantic over time, and episodic-only memories should fade faster.

What does WVF stand for? Curious what you've been experimenting with.

To me, the OP’s reply reeks LLM, along with many others from them in this thread.

I would hope that their replies are from an actual person, knowing they’re interacting with people in a similar field as themselves, and asking for criticism from real people in the top comment.