// ARCHITECTURE OF SELF-AUDITING COGNITION
Creator of M-COP 2.0 — self-auditing AI cognition. Building AI systems whose reasoning is traceable, whose energy is conserved, and whose causality is respected.
cognition · projected · live
The next generation of AI will not be judged by what it generates — but by what it can justify. The frame I work inside is built on three commitments: cognition that is auditable, work that is conserved, and structure that is respected. Reasoning leaves a trace. Energy budgets close. Causal graphs preserve direction.
| discipline | Architecture & theory |
| tools | TypeScript · Python · Rust · CUDA · formal methods |
| method | Build it; prove it; then trust it. |
| currently | M-COP 2.0 → public reference impl |
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A reference implementation of the Meta-Cognitive Operating Protocol — self-auditing reasoning loops with conserved-energy budgets and DAG-preserving causality.
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Prototype: probabilistic truth assignment via thermodynamic free-energy minimization. Treats inference as a system relaxing toward equilibrium.
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Proposal for a new subfield: tracing perceptual signals through reasoning stacks the way isotopes trace metabolism. End-to-end attribution as a primitive.
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Every step the system takes is appended to an append-only ledger — timestamped, signed, replayable. The trace below is a captured snapshot of an audit stream from a live M-COP run.
14:02:11 audit:: trace.step #04812 — energy ok [ok]
14:02:11 cognit:: reflective_loop("plan_v3") :: depth 4
14:02:12 thermo:: ΔS = +0.0012 nats · within budget
14:02:12 causal:: preserved · DAG #2 integrity 1.000 [ok]
14:02:13 meta:: self_critique → revise(plan_v3) ↻
14:02:14 audit:: trace.step #04813 — drift +0.004
14:02:14 glitch:: ≋ phase slip · resynced ≋ [glitch]
14:02:15 sensor:: tracer · 7 channels nominal
14:02:16 audit:: trace.step #04814 — PASS [ok]
14:02:17 sign:: commit 0x4B4B…F7E1 written
A Dr. Mario offshoot. Drift viruses (plasma) accumulate in the bottle when reasoning leaves residue. Audit capsules (solar / cyan / sage) fall from above; aligning four-in-a-row of one color removes the run — same loop as the trace above, rendered as a containment game.
The SVG above is a deterministic precomputed playthrough (pre-baked SMIL, no JS, ~48 s cycle). For the real playable version — keyboard, touch, rotations, levels, chain reactions — open kuonirad.github.io/dr-audit.
/ ledger · trajectory
| year | event | tag |
|---|---|---|
| 2021 | first formal write-up of the meta-cognitive frame | seed |
| 2023 | thermo-truth proto — closed-form energy budget | prototype |
| 2024 | Sensory-Tracer Science — proposal published | subfield |
| 2025 | M-COP Framework 1.0 — internal reference impl | v1 |
| 2026 | M-COP 2.0 — public, auditable, production-ready | v2 · current |
If any of this resonates — collaborations, audits, deep dives, fellowships — channel is open.
// channel · open · // sig · 0x4B4B
K. Kull / Kuonirad · index ▸ 001 · cyberpunk + atompunk + solarpunk
This README is the front door. The full designed homepage — rotating tesseract, glass nav, live audit terminal, glitch hover — lives at kuonirad.github.io ↗