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Concept
Description
Memory Line
A single experience vector: {key, value, context, timestamp, recency, novelty, similarity}
Anchor Chain
64-bit BLAKE2 hash linking consecutive lines: anchorₙ = hash(anchorₙ₋₁ ⊕ key ⊕ value ⊕ ctx)
Race / Trace
Dual process: Race runs parallel candidate updates; Trace commits the winning anchor and decays others.
Concert Heuristic
Weighted tri-blend controlling bias output: α (recency) + β (similarity) + γ (novelty)
ΔW Overlay
Optional low-rank weight delta applied to LM head or attention projection
Refactor PMLL to enhance functionality and integrate new features.
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