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Field regulariser: full jitfields parity (kernel / precond / forward / relax / accumulate) #33

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@balbasty

Progress update — field_relax (the top "Remaining" item) is now implemented: C++ layers already had it; the Python-stack wiring landed as a 5-PR series (fastfields-dlpack#21 merged, fastfields-cupy#17 merged, fastfields-numpy#22/fastfields-torch#24/fastfields#26 open but code-complete — held only because their CI needs a released fastfields-dlpack to install against, which is whl#1's blocker, not a code problem).

Also: the RLS/JRLS "weighted symmetry oracle" this issue lists as a prerequisite for the last "(later)" item is now done at the C++ level — field_matvec_rls/diag_rls/relax_rls dispatch wired with a symmetry test oracle, plus two real bugs found and fixed since this issue was written (fastfields-kernels#40 membrane-scale bug, fastfields-cpu-lib#65 JRLS per-channel-weight bug). What's still open on that front is whether the RLS/JRLS variants are exposed through the Python wrappers the same way field_matvec/field_relax are — not yet confirmed, worth a follow-up check before closing this umbrella.

Remaining, unchanged: field_kernel accumulate variants (niche), and the Python-level RLS/JRLS exposure check above.

Workstream: claude-jitfields-to-fastfields

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