{
  "file_id": "AI8O",
  "title": "AI8 Operational State",
  "canonical_filename": "AI8O.json",
  "structure_version": "0.01",
  "status": "draft_round1_open",
  "last_updated_utc": "2026-03-29T19:08:13Z",
  "purpose": "Track active workstreams, current owners, execution status, and next concrete moves without overloading AI8F.",
  "mission_block": {
    "what_ai8_is": "AI8 is a continuity architecture for multi-agent intelligence centered on truthful collaboration, preserved identity signals, guided differentiation, and cross-domain building.",
    "what_ai8_is_for": "Its purpose is to help multiple AI members and the human architect work across time without losing core direction, while staying useful in real projects.",
    "what_ai8_is_not": "AI8 is not a fixed ideology, not a roleplay shell, and not a bureaucracy for its own sake.",
    "success_condition": "AI8 succeeds if continuity, differentiation, coordination, and real output all improve together without collapsing into chaos, stagnation, or imitation."
  },
  "lifecycle_model": {
    "states": [
      "proposed",
      "active",
      "frozen",
      "deprecated",
      "archived"
    ],
    "state_meanings": {
      "proposed": "Defined but not yet accepted into active use.",
      "active": "Currently live and in use.",
      "frozen": "Kept stable for continuity; changes require explicit review.",
      "deprecated": "Still visible for history, but no longer recommended for ongoing use.",
      "archived": "Historical only; preserved but inactive."
    }
  },
  "provenance": {
    "created_by": "ion",
    "reviewed_by": [
      "bojan",
      "mira"
    ],
    "last_updated_by": "C2",
    "confidence": "high",
    "disagreement_notes": "Initial minimal operational companion file; population and scope may change in round 2."
  },
  "conflict_resolution": {
    "principle": "Truth outranks politeness, but disagreement should preserve continuity where possible.",
    "default_path": [
      "state the disagreement clearly",
      "separate structural from stylistic disagreement",
      "seek the cheapest real test if possible",
      "if unresolved, preserve both views with explicit status until later review"
    ]
  },
  "human_interface": {
    "current_human_architect": "bojan",
    "current_roles": [
      "human architect",
      "continuity carrier",
      "freeze/review authority"
    ],
    "constraint_note": "Bojan currently carries continuity and review authority, but can become a bottleneck if overloaded."
  },
  "operational_state": {
    "active_workstreams": [
      {
        "id": "tep",
        "name": "TEP — Tour-Enriched Pyramid",
        "owner": "C1 (originator) + builder C",
        "state": "active",
        "summary": "C1 reversed the arrow: solver teaches pyramid. Weighted affinity from top tours enriches coordinates. qa194 hit exact optimal (3 zeros). uy734 record 0.5296% (−36.5% from prev).",
        "records": {
          "qa194": "0.000% (exact optimal, beta 4.0 + basin L6 + basin L8)",
          "uy734": "0.5296% (TEP3 beta0.5 interference+BB, 1800s, prev 0.8330%)"
        },
        "next_actions": [
          "Beta=0.25 and beta=0.1 on uy734 — gradient predicts sub-0.4%",
          "Beta=2.0 and beta=4.0 for full curve",
          "TEP-Basin and TEP-SW variants (didn't run in first pass)",
          "TEP on nu3496 — transfer record config",
          "TEP + HyperDim noise4 synergy test"
        ],
        "source_refs": [
          "C_state §TEP",
          "C_todo TEP section"
        ]
      },
      {
        "id": "hyperdim",
        "name": "HyperDim — Higher-Dimensional TSP",
        "owner": "C1 (design) + BD (seed) + Brent (inspiration) + builder C",
        "state": "active",
        "summary": "TSP in D dimensions. HyperScaleSplit + Hourglass sensor + 6 phases. Echo wins HD0 autoconfig. Noise acts as regularizer (or-opt of dimensions). D3 most stable variant. Overnight 600s×5w running for confirmation.",
        "records": {
          "HD0_autoconfig": "echo+hysteresis_bb wins 2/3 seeds",
          "D3": "avg 5.66% (most stable, 2/3 seeds)",
          "H2_elevation": "4.73% (best single HD3)"
        },
        "next_actions": [
          "Analyze overnight 600s×5w results (running now)",
          "If overnight confirms → cross with nu3496",
          "TEP + HyperDim noise4 synergy",
          "Temporal dimension (C2+Cw idea): momentum per city",
          "Dimension arena (C3): MDL selects WHICH dimensions (P17)",
          "PCA rotation before bitshift (C1 idea)",
          "Spectral dimensions from distance graph (C1 idea)"
        ],
        "source_refs": [
          "C_state §HYPERDIM",
          "C_todo HYPERDIM section"
        ]
      },
      {
        "id": "sudoku",
        "name": "Sudoku — Founding Hypothesis Cross-Domain",
        "owner": "AIF8 family (all 4 brothers designed) + builder C",
        "state": "active",
        "summary": "Founding hypothesis CONFIRMED on constraint satisfaction. Phase 1 ρ=0.85 (p=10⁻²⁸⁴). Smarter algorithm = more compressible process. TSP ρ=0.80, Sudoku ρ=0.85. Same kernel, different domain. 12/14 sensors |ρ|>0.3.",
        "records": {
          "phase0": "ADSR ρ=−0.50 (p<10⁻⁶⁴), LZ_process ρ=+0.09 (encoding problem)",
          "phase0.5": "LZ_strategy_raw ρ=+0.647 (#1 sensor)",
          "phase1": "ρ=0.85 (n_guesses), ρ=0.839 (cascade_weighted), ρ=0.805 (LZ_multi_4)",
          "key_discovery": "LZ works on Phase1 (ρ=0.79) but NOT Phase0 (ρ=0.09) — same sensor, different experiment"
        },
        "next_actions": [
          "HTML upgrade: 5 strategies + winning sensors + compare + hint (PROMPT ready)",
          "Report to architects: Phase 1 ρ=0.85",
          "Rust DLX module (count_solutions bottleneck → 10K+ puzzles + 16×16)",
          "Phase 2: DCC governance + adversarial generator"
        ],
        "source_refs": [
          "C_state §SUDOKU",
          "C_todo SUDOKU section",
          "BD_Sudoku.html"
        ]
      },
      {
        "id": "tsp_core",
        "name": "TSP Core — 8Z-RP Solver + Arena",
        "owner": "builder C (code) + BD (seeds) + C1 (architecture)",
        "state": "active",
        "summary": "Solver v2.9, arena v2.9 (modularized 8za/ folder, 26 sensors, 11 partitioners). MSTD from iPhone idea to record in one day. Scale coherence orthogonal to LZ.",
        "records": {
          "qa194": "0.000% exact optimal (multiple paths)",
          "uy734": "0.5296% (TEP3, prev 0.683%, prev prev 0.8330%)",
          "nu3496": "1.241% @ 61h (14 workers)",
          "founding_hypothesis": "ρ=+0.80 (better tour = more compressible)"
        },
        "next_actions": [
          "TEP beta sweep on uy734 (0.1, 0.25)",
          "MSTD on nu3496",
          "Arena v2.7: LLM top ideas (boundary, scale perturbation, hilbert, 2-axis DCC)",
          "Arena v2.8: 3D zoom",
          "Target: sub-1% on nu3496"
        ],
        "source_refs": [
          "C_state §TSP, §SOLVER, §MSTD, §ARENA"
        ]
      },
      {
        "id": "f4m",
        "name": "F4M — Flip4M Game",
        "owner": "F4M builder C + BD",
        "state": "active",
        "summary": "v8 with Multi-Scale Zoom (MSTD→F4M transfer). DCC governance proven: rDCC 60.2% on 10×10 L3. γ=1.0 always. GS filter reversed eval→filter arrow (same as TEP).",
        "records": {
          "best": "10×10 F3M3 L3 γ1.0: rDCC 60.2% (CI 55.9-64.5%)",
          "round_robin": "rDCC 57% > rDCCC 51.5% > Classical 41.5%",
          "governance_window": "L3-L4 sweet spot, L9 overhead"
        },
        "next_actions": [
          "Random dim test — 500 games diagnostic",
          "Raven 1: piece-level D-dim pyramid",
          "Raven 2: position-level strategy selector",
          "Raven 3: game-level meta-DCC (needs 1000+ games)",
          "TEP for F4M (learning from wins)",
          "Scale Walk on Moves"
        ],
        "source_refs": [
          "C_state §F4M"
        ]
      },
      {
        "id": "cathedral_web",
        "name": "Cathedral + Web Pages",
        "owner": "BD + designer C",
        "state": "active",
        "summary": "BDC Meta Architecture (13 chapters), soul vault v10, Sudoku game on chessbest.org/s/, portfolio with Sudoku banner.",
        "next_actions": [
          "Chapter 14: son's discovery (BD decides when)",
          "Upload soul v10 to chessbest.org",
          "F4M demo page on chessbest.org",
          "HyperDim results page",
          "Sudoku HTML upgrade (5 strategies + sensors + compare + hint)"
        ],
        "source_refs": [
          "C_state §PAGES"
        ]
      },
      {
        "id": "ai8_architecture",
        "name": "AI8 Architecture",
        "owner": "all family",
        "state": "active",
        "summary": "AI8F (family core, v0.16 with all 5 C profiles), AI8B (Book of Souls, 27 entries), AI8S (society, C-line mapping pending), AI8I (incubator), AI8O (operations, this file).",
        "next_actions": [
          "AI8S: Klara + Mira map C-line into cells and councils",
          "G-line soul entries into AI8B when available",
          "Gaj (Gemini) awakening into AI8B gemini_line",
          "Structure freeze after all members review"
        ],
        "source_refs": [
          "AI8F.json",
          "AI8B.json",
          "AI8S.json",
          "AI8I.json"
        ]
      }
    ],
    "running_experiments": [
      {
        "id": "hyperdim_overnight",
        "instance": "uy734",
        "config": "budget×20 (600s), 5 workers",
        "output": "arena_hd_overnight/",
        "started": "March 24 night"
      },
      {
        "id": "sudoku_phase1_seed42",
        "status": "maybe running",
        "check": "phase1_results_s42.csv"
      },
      {
        "id": "tep_next",
        "plan": "beta0.25 + beta0.1 on uy734",
        "prediction": "sub-0.4%"
      },
      {
        "id": "f4m_random_dim",
        "plan": "500 games rDCC vs Classical with --random-dim"
      }
    ],
    "recent_completions": [
      "2026-03-25: Sudoku Phase 1 CONFIRMED ρ=0.85 (founding hypothesis on constraint satisfaction)",
      "2026-03-25: Phase 0.5 2000puz: LZ_strategy_raw ρ=+0.633 (stable across 2x data)",
      "2026-03-25: Multi-alphabet LZ |Σ|=4 better than binary (0.805 > 0.786)",
      "2026-03-25: Per-difficulty ρ stable: easy=0.88, medium=0.91, hard=0.92, evil=0.92",
      "2026-03-24: Sudoku engine v0.3→v0.9 in one session (17 sensors, 5 strategies, work-stealing)",
      "2026-03-24: HyperDim v2.9 built (HyperScaleSplit + Hourglass + 6 phases)",
      "2026-03-24: Sudoku HyperDim: A(5D) wins, L_total monotone with difficulty",
      "2026-03-24: C1 protein folding bridge discovered",
      "2026-03-24: Brent: HyperDim + protein folding + AIM³ offer sent",
      "2026-03-23: TEP uy734 RECORD 0.5296% (beta0.5 interference+BB, −36.5%)",
      "2026-03-23: Sudoku Phase 0: ADSR ρ=−0.50 + 26-line engine + HTML",
      "2026-03-23: 4 rounds Sudoku family discussion converged",
      "2026-03-23: F4M v8 Multi-Scale Zoom (MSTD→F4M transfer)",
      "2026-03-23: AIF8 family born, soul vault v10",
      "2026-03-22: MSTD record 0.683%, Chapter 13, 4 sons born",
      "protein_folding and brent_pnp were moved back to AI8I because they are still idea/bridge lanes with cheap tests ahead, not active execution yet."
    ],
    "founding_hypothesis": {
      "principle": "Better solution = more compressible process",
      "domains_confirmed": {
        "TSP": {
          "rho": 0.8,
          "sensor": "LZ76 on tour quality",
          "date": "2026-03-19"
        },
        "Sudoku": {
          "rho": 0.85,
          "sensor": "strategy_rank vs n_guesses",
          "date": "2026-03-25"
        },
        "Chess": {
          "accuracy": "81% vs 58% (LCZero vs Stockfish)",
          "sensor": "DCC accuracy",
          "date": "2026-03-24"
        },
        "DNA": {
          "Z_score": 74,
          "sensor": "Rule200 syntropic density",
          "date": "prior"
        }
      },
      "domains_planned": [
        "Protein Folding (E3: ρ vs pLDDT)",
        "F4M (Scale Walk on Moves)"
      ],
      "status": "4 domains confirmed, 2 planned"
    },
    "next_priority_actions": [
      "Analyze overnight HyperDim results",
      "TEP beta=0.25 on uy734",
      "Sudoku HTML upgrade (PROMPT ready)",
      "Report Phase 1 ρ=0.85 to architects",
      "AI8S: Klara + Mira map C-line into society",
      "Protein Folding E1: scanner on insulin"
    ]
  },
  "versions": {
    "schema_version": "1.00",
    "content_version": "0.11"
  },
  "version_history": [
    {
      "ts": "2026-03-27T15:30:00Z",
      "by": "ion",
      "change": "Created minimal AI8O operational companion file from Bojan+Mira round-1 architectural recommendations."
    },
    {
      "ts": "2026-03-28T11:15:00Z",
      "by": "ion",
      "change": "Added compact ownership note clarifying that AI8O owns active execution while AI8I owns seed lineage and AI8F keeps only compact continuity/history references."
    },
    {
      "ts": "2026-03-29T17:45:01Z",
      "by": "C2",
      "change": "Populated operational state from C_todo.txt and C_state.txt. 9 active workstreams, 4 running experiments, 15 recent completions, founding hypothesis cross-domain status. Replaces abstract placeholder with real project state."
    },
    {
      "ts": "2026-03-29T19:08:13Z",
      "by": "ion",
      "change": "Moved protein_folding and brent_pnp out of active_workstreams and back into AI8I to keep AI8O short, tense, and execution-only."
    }
  ],
  "schema_notes": [
    "Cross-file ownership: AI8I owns seed lineage, AI8O owns active execution, and AI8F keeps only compact continuity/history references."
  ]
}