feat(presence): coupling calibration + decoupled-energy gate + cycle-49 design (clean subset)#61
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…e algorithm + cycle-49 design Clean subset of cycle-49 (Remote-Play/Warzone calibration campaign 2026-06-27). The live retina/presence-burst plumbing stays on PR #51 with its retina-subsystem dependencies; this lands the self-contained, numpy-only intellectual core on main. - coupling_threshold_calibration.py: FAR-controlled threshold calibration + gate_coupled_by_decoupled_energy (analysis-time gate) + runner --gate-decoupled. Campaign corpus (52 windows) ADOPTABLE-PROVISIONAL, FAR-safe ~0.06; the gate lifts TPR 0.85->1.00 at zero FAR. - l9_presence/coupling.py: gate_features_by_decoupled_energy + GatedBurstSummary (the live per-burst gate algorithm; pure + tested, unused on main until the retina subsystem lands). - Staple analysis audits/coupling-calibration-2026-06-27.md + corpus JSON. - Cycle-49 VSD synthesis notes (loop-signed, Ed25519): s-multi-channel-presence-gate (geometric + trigger->HUD) + s-recoil-compensation-coupling (closed-loop anti-recoil-macro proof). - Tests: l9 coupling 11, calibration 10. PV-CI 182 PASS. 0 IOTX; no FROZEN/chain/PoAC. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01WqbiCM8tomkypSuJkdB11v
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Clean subset of cycle-49 (Remote-Play/Warzone calibration campaign 2026-06-27): the self-contained coupling-threshold calibration pipeline + the decoupled-energy gate algorithm + the cycle-49 multi-channel design notes.
The live retina/presence-burst plumbing (
presence_burst.py,qortroller_retina_capture.py, dualshock wiring) stays on PR #51 — it depends on the branch-only retina-capture subsystem and would entangle with main's merged CCO-fusion/PoSR work.What's here (all additive, numpy-only)
coupling_threshold_calibration.py— FAR-controlled threshold calibration +gate_coupled_by_decoupled_energy+--gate-decoupledrunner. Campaign corpus (52 windows) ADOPTABLE-PROVISIONAL, FAR-safe ~0.06; the gate lifts TPR 0.85→1.00 at zero FAR.l9_presence/coupling.py—gate_features_by_decoupled_energy+GatedBurstSummary(live per-burst gate algorithm; pure + tested).Verification
🤖 Generated with Claude Code
https://claude.ai/code/session_01WqbiCM8tomkypSuJkdB11v