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Later SQI / twin / advice patterns (local backlog)

Status: local implementation slices landed 2026-09-23 (working tree only). No commit, push, training, upload, or deploy is authorized by this file.

Research rationale: private/research/HURST_FRONTZEK_PLEXUS_COTTONBOT_2026_09_23.md

None of these replace Days 1–2 trust work (dual time, zone leakage, input contract, eval hygiene).

Design drafts + local status

Order Doc Pattern Local status
1 SENSOR_TEMPORAL_CHECKS.md Plexus-style stuck / flatline / baseline drift Implemented in deterministic SQI + fault-replay
2 CALIBRATION_PROVENANCE.md Hurst-style budget + tagged corrections Core APIs for calibrations / corrected / recalibrate-next
3 ADVICE_CARDS.md CottonBot-style HITL cards Automation + dashboard advice-card endpoints
4 DIGITAL_TWIN.md Frontzek-style calibrate → estimate (advisory) parameter_version + quality fail-closed; still linear

Do not do yet

  • Commit or publish without an explicit owner request.
  • Adopt ThingsBoard, Plexus-as-hub, Flutter-first, or MPC/RPC actuator loops.
  • Silently overwrite raw sensor history with “corrected” values.