Predictable latency
Indexed retrieval is designed to fetch data directly, avoiding the variable cost of scanning approximate matches.
Panaxon AI · M.N.E.M.O.
AI memory that never guesses.
Vector-free retrieval — M.N.E.M.O., short for Multidimensional Neural Elastic Memory Organization, returns the exact fact you stored, not the closest match by similarity. Built on OAT, a patent-pending deterministic index, so every query resolves to what's actually there.
Shared memory
One subscription, many publishers — and knowledge people can actually find.
Beyond powering your own agents, M.N.E.M.O. lets a person or company publish what they know and lets others subscribe to it on purpose. Two things make that different from typical sharing: it aggregates unrelated publishers into a single subscription, and it makes what's published genuinely discoverable — not just accessible to whoever has the link.
Vector-free
RAG without vectors — exact recall instead of an approximate guess.
Retrieval-augmented generation just means retrieving context before generating an answer. Vector search — approximate nearest-neighbor lookup over dense embeddings — is the common way to do that retrieval, not a requirement of it. M.N.E.M.O. does RAG through OAT, a patent-pending deterministic index: a query resolves to the exact stored fact, not the closest match by distance. That doesn't eliminate every source of error an LLM can introduce, but it removes the biggest one — being handed the wrong context in the first place, and not knowing it.
Scale without drift
Structured, hierarchical indexing is built to hold up as memory volume grows, not just at small scale.
Exact recall
Deterministic lookups are intended to reduce the drift that comes from approximate similarity matching.
See it live
Dorothy: a reference app built entirely on M.N.E.M.O.
Dorothy is Panaxon AI's own conversational interface, showing what persistent, structured memory feels like day to day. It's one example of what the API can power, not a limit on what you can build with it.
Next step
Get API access
If you're building agents, copilots, or memory-heavy context pipelines, Panaxon AI can discuss fit, architecture, and access.