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Dense State Logic

Resonant state mapping and stability checks for Dense-State Logic v1, including phase-wrapped token mapping, telemetry-biased resonance scoring, and intent integrity drift verification. Use when implementing or validating temporal formalism, resonance gating, or dense state kernels.

majiayu000 99fb420 2 files · 2.2 KB Updated 567 repo stars
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Dense-State Logic

Overview

Implement and validate Dense-State Logic v1 with resonance gating, phase-wrapped token mapping, and Fourier spectrum summaries.

Workflow

  1. Use core/resonant_kernel/interface.py for TemporalFormalismContract.
  2. Use core/dense_logic/decoder.py to verify intent drift.
  3. Call the skill to evolve resonance, verify drift, or export spectrum.

Skill Usage

  • capability=resonate: Map tokens + telemetry into a resonant state and return stability.
  • capability=verify: Validate drift against a provided state or the current kernel state.
  • capability=spectrum: Export FFT magnitudes for human-readable logs.

Example payloads:

{
  "capability": "resonate",
  "text": "heartbeat seed",
  "telemetry": {"cpu": 12.0, "vram": 8.0}
}

{
  "capability": "verify",
  "tokens": [1, 2, 3, 4],
  "state": [[0.0, 1.0], [0.5, 0.5]]
}

Notes

  • Keep resonance thresholds at or above 0.95 for gating.
  • Use baseline floors for telemetry and control-plane budgets before adaptive updates.

majiayu000/claude-skill-registry-data/tree/main/development/dense-state-logic commit 99fb420008

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npx skillmds add majiayu000/dense-state-logic