Three kinds of memory. One is trustworthy.
The same model answers each time — only what it's allowed to remember changes. Watch which one stays correct, current, and token-lean.
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No Memory
Stateless LLM — no company facts at all.
Can't answer
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Generic AI Memory
Dumps every fact ever stored — stale ones included, no versioning.
Outdated / contradictory
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Engramours
Only the facts active at the deployed commit — versioned & tested.
Correct & current
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