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TODO · proposed & in-design

Feature backlog

Implementation-ready design specs for features not yet built. Each is a plan only — no trainer code changes until its offline gate passes.

design spec anchor circuit

Rank-1 Direction Weight Projection for the Delayed Anchor Circuit

A growing-window rank-1 OLS weight-projection de-staler that moves the anchor's evaluation point from the stale snapshot toward current weights — additive to signed_ema, zero extra communication, self-gating on incoherent data (Big-Math), byte-identical when disabled. Includes the confirmed cadence/delay semantics, cost analysis, failure modes, config toggles, and a GPU-free offline gate as step 1.

Open feature requirement →

More items will appear here as they are proposed.