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            "Pi": "pattern support / contradiction density",
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          "cite": "https://github.com/AzielEliab/4dmap",
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        "not_truth": true,
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        "possibility": null,
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      "action": "STRUCTURE_VERIFY",
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        "library": "aziel",
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      "action": "LATTICE_ANCHOR",
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        "library": "aziel",
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      "action": "LATTICE_ANCHOR",
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        "library": "aziel",
        "record_id": "AZDOC-3B2512AB9F1D",
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      "action": "STRUCTURE_VERIFY",
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        },
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      "action": "LATTICE_ANCHOR",
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      "action": "STRUCTURE_VERIFY",
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    {
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      "action": "REVIEW_SCORE",
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        "kind": "aziel-corpus.recalibrate_v3",
        "library": "aziel",
        "record_id": "AZDOC-3B2512AB9F1D",
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  "bayesian_unranked": true,
  "triad_combined": 0.4478,
  "review": {
    "schema": "aziel.review.v1",
    "author": "Aziel Eliab",
    "library": "aziel",
    "lights": {
      "structure": "PASS",
      "spre": "PASS",
      "poison": "PASS",
      "clce": "FLAG"
    },
    "structure": {
      "ok": true,
      "files": [
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          "bytes": 1088,
          "sha256": "a69e0a03486709c669917f90e14beb6deb1eb3b93525f70c7f93e98b523143eb"
        }
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      "byte_size": 1088,
      "kind": "file"
    },
    "spre": {
      "engine": "SPRE",
      "name": "Source Provenance Reliability Engine",
      "public_name": "provenance completeness",
      "pc": 0.71,
      "band": "strong",
      "kid_plain": "Green: we can see where this file came from and what it is.",
      "factors": [
        "title",
        "text",
        "content_hash",
        "structure_ok",
        "author"
      ],
      "audit_flags": [],
      "guilt_language": false,
      "limitation": "SPRE scores provenance completeness. It does not assert criminal guilt. Advisory only. Author Aziel Eliab.",
      "applicable": true,
      "applicability_reason": "filed object has provenance",
      "not_applicable": false
    },
    "clce": {
      "engine": "CLCE",
      "schema": "az-clce.report.v0.3.port",
      "public_term": "structural_match",
      "structural": 0.3,
      "rd": 0,
      "sp": 1,
      "headings_present": true,
      "verified_file": true,
      "claim_count": 13,
      "evidence_span_count": 0,
      "triple": 0.0291,
      "pairwise": {
        "rd": 0.0297,
        "dp": 0.0291,
        "rp": 0.6
      },
      "pairwise_avg": 0.2196,
      "plus": 0.0291,
      "n_ratio": 0,
      "band": "structural_inconsistency",
      "primary": "C",
      "types": [
        "C"
      ],
      "audit_jaccard": {
        "triple": 0.0291,
        "pairwise_avg": 0.2196,
        "note": "audit only — not the public CLCE term"
      },
      "kid_plain": "These stories do not fully match. The title, the notes, and the real file are talking about different stuff.",
      "advisory": true,
      "limitation": "Public CLCE is structural match (claims↔evidence + headings + verified-file). Token Jaccard is audit-only. Type D is a label, not a finding of malice. Advisory. Threshold 0.7 is not a truth verdict.",
      "threshold": 0.7,
      "omit_if_no_claims": true,
      "applicable": true,
      "applicability_reason": "claim-structure: claims beside title or file",
      "not_applicable": false
    },
    "plr": {
      "engine": "PLR",
      "name": "PhysLing Review",
      "status": "PASS",
      "lights": {
        "units": "PASS",
        "conservation": "PASS",
        "causal": "PASS",
        "temporal": "PASS",
        "framing": "PASS"
      },
      "flags": [],
      "physics_coherence": 1,
      "linguistic_neutrality": 1,
      "kid_plain": "Green: the words and the physics rules agree.",
      "limitation": "PhysLing Review (PLR) flags physics-impossible or linguistically manipulative framing. Equal-weight physics × linguistics. Not a court finding.",
      "applicable": false,
      "applicability_reason": "concept is software without physics-evaluable claims",
      "not_applicable": true
    },
    "truth_formula": {
      "engine": "TRUTH_FORMULA",
      "name": "Cover-Up Truth Formula",
      "schema": "aziel.truth_formula.v2",
      "mode": "subset",
      "score": 1,
      "factors": [
        "T0_lite_body",
        "no_unchallenged_official_as_truth",
        "metadata_hash",
        "structure_ok"
      ],
      "formula": "subset: T0-lite body + no unchallenged official-as-truth + metadata hash + structure",
      "limitation": "Cover-Up Truth Formula v1/v2 scores ΔT / suppression / metadata shadows / backpull on archival papers. Ordinary filings use a documented subset. Not a truth verdict. Author Aziel Eliab.",
      "not_truth": true,
      "applicable": true,
      "applicability_reason": "ordinary filing — documented Truth Formula subset",
      "not_applicable": false
    },
    "poison": {
      "engine": "POISON",
      "suspected": false,
      "status": "CLEAR",
      "markers": [],
      "library": "aziel",
      "kid_plain": "Green: this does not look like a poison shell.",
      "immutable": true,
      "never_delete": true,
      "limitation": "Poison immunity quarantines suspected shells. Status is hash-chained. Records are never silently deleted. Official narrative is not merged into evidence."
    },
    "bayesian": {
      "schema": "aziel.bayesian.v2",
      "kind": "LIKELIHOOD",
      "of": "internal_consistency",
      "not_truth": true,
      "unranked": true,
      "sort_key": null,
      "note": "Unranked likelihood of internal consistency. Never used to sort the shelf. Not world accuracy.",
      "hypotheses": [
        {
          "id": "H1",
          "pass": true
        },
        {
          "id": "H3",
          "pass": true
        },
        {
          "id": "H4",
          "pass": false
        },
        {
          "id": "H5",
          "pass": true
        }
      ],
      "applied": 4,
      "hits": 3,
      "alpha": 1,
      "beta": 1,
      "posterior": 0.6667,
      "kid_plain": "This number is a likelihood of internal consistency. It does not move the books on the shelf.",
      "continuity": "Peers may endorse or challenge later. History is append-only if the operator is gone one day.",
      "possibility_separate": true
    },
    "applicability": {
      "schema": "aziel.component_applicability.v1",
      "spre": {
        "applicable": true,
        "reason": "filed object has provenance"
      },
      "clce": {
        "applicable": true,
        "reason": "claim-structure: claims beside title or file"
      },
      "plr": {
        "applicable": false,
        "reason": "concept is software without physics-evaluable claims"
      },
      "truth_formula": {
        "applicable": true,
        "mode": "subset",
        "reason": "ordinary filing — documented Truth Formula subset"
      },
      "flags": {
        "spre": true,
        "clce": true,
        "plr": false,
        "truth_formula": true,
        "bayesian": true,
        "physics": false,
        "linguistics": false
      }
    },
    "triad": {
      "schema": "aziel.triad.v3",
      "formula": "TRIAD_V3: public combined = triad_cycle_mean = mean of all ordered pairings factor_i × factor_j among applicable factors of {physics, linguistics, bayesian, truth_formula, CLCE, SPRE} (36 when all six apply, including diagonals). Also stored: geometric_mean_applicable = (Π applicable engines SPRE/CLCE/PLR)^(1/n). Named axis products: physics×linguistics, bayesian×truth_formula, CLCE×SPRE. Bayesian is LIKELIHOOD of internal consistency, unranked, never a shelf sort key. triad_raw freezes to content SHA-256 at first REVIEW_SCORE. Downloads verify bytes and do not mint a new mean. No collection offset. Display is round(combined × 100) and is never written back into combined.",
      "ready": true,
      "components": {
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        "clce_consistency": 0.3,
        "plr_coherence": 1,
        "physics": 1,
        "linguistics": 1,
        "bayesian": 0.6667,
        "truth_formula": 1
      },
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        "linguistics": null,
        "bayesian": 0.6667,
        "truth_formula": 1,
        "clce": 0.3,
        "spre": 0.71
      },
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        "bayesian_truth_formula": 0.6667,
        "clce_spre": 0.213
      },
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      "pairing_count": 16,
      "triad_cycle_mean": 0.4478,
      "geometric_mean_applicable": 0.4615,
      "weights": {
        "spre": 0.5,
        "clce": 0.5,
        "plr": 0
      },
      "applicable_components": [
        "spre",
        "clce"
      ],
      "combined": 0.4478,
      "display": 45,
      "kid_plain": "This one number is the report card from the checkers that apply to this document.",
      "primary_visible": true,
      "bayesian_separate": true,
      "public_score": "triad_cycle_mean",
      "collection_offset": 0,
      "triad_raw": 0.4478,
      "frozen_to": "a69e0a03486709c669917f90e14beb6deb1eb3b93525f70c7f93e98b523143eb",
      "frozen_event": "REVIEW_SCORE",
      "triad_input": "document_text",
      "settled": true,
      "unavailable": false
    },
    "quarantine_status": "CLEAR",
    "possibility": {
      "schema": "aziel.possibility.v1",
      "kind": "HEURISTIC",
      "possibility": null,
      "refuse": "PENDING_ANCHORS",
      "unranked": true,
      "sort_key": null,
      "note": "HEURISTIC over lattice time×geo pins.",
      "bayesian_separate": true,
      "not_truth": true
    },
    "limitation": "SPRE scores provenance completeness. It does not assert criminal guilt. Advisory only. Author Aziel Eliab. Public CLCE is structural match (claims↔evidence + headings + verified-file). Token Jaccard is audit-only. Type D is a label, not a finding of malice. Advisory. Threshold 0.7 is not a truth verdict. PhysLing Review (PLR) flags physics-impossible or linguistically manipulative framing. Equal-weight physics × linguistics. Not a court finding. Poison immunity quarantines suspected shells. Status is hash-chained. Records are never silently deleted. Official narrative is not merged into evidence. Cover-Up Truth Formula v1/v2 scores ΔT / suppression / metadata shadows / backpull on archival papers. Ordinary filings use a documented subset. Not a truth verdict. Author Aziel Eliab. TRIAD_V3: public combined = triad_cycle_mean = mean of all ordered pairings factor_i × factor_j among applicable factors of {physics, linguistics, bayesian, truth_formula, CLCE, SPRE} (36 when all six apply, including diagonals). Also stored: geometric_mean_applicable = (Π applicable engines SPRE/CLCE/PLR)^(1/n). Named axis products: physics×linguistics, bayesian×truth_formula, CLCE×SPRE. Bayesian is LIKELIHOOD of internal consistency, unranked, never a shelf sort key. triad_raw freezes to content SHA-256 at first REVIEW_SCORE. Downloads verify bytes and do not mint a new mean. No collection offset. Display is round(combined × 100) and is never written back into combined."
  },
  "lattice_tip": {
    "schema": "aziel.lattice.anchor.v1",
    "kind": "aziel-corpus.recalibrate_v3",
    "carrier": "AzielTether",
    "author": "Aziel Eliab",
    "record_id": "AZDOC-3B2512AB9F1D",
    "run_id": null,
    "media_kind": null,
    "vibe_digest": null,
    "library": "aziel",
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    "structure": {
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      "file_count": 1
    },
    "spre": {
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      "band": "strong",
      "limitation": "SPRE scores provenance completeness. It does not assert criminal guilt. Advisory only. Author Aziel Eliab.",
      "applicable": true
    },
    "clce": {
      "triple": 0.0291,
      "pairwise_avg": 0.2196,
      "advisory": true,
      "applicable": true
    },
    "plr": {
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      "status": "not_applicable"
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      "ready": true,
      "formula": "TRIAD_V3: public combined = triad_cycle_mean = mean of all ordered pairings factor_i × factor_j among applicable factors of {physics, linguistics, bayesian, truth_formula, CLCE, SPRE} (36 when all six apply, including diagonals). Also stored: geometric_mean_applicable = (Π applicable engines SPRE/CLCE/PLR)^(1/n). Named axis products: physics×linguistics, bayesian×truth_formula, CLCE×SPRE. Bayesian is LIKELIHOOD of internal consistency, unranked, never a shelf sort key. triad_raw freezes to content SHA-256 at first REVIEW_SCORE. Downloads verify bytes and do not mint a new mean. No collection offset. Display is round(combined × 100) and is never written back into combined."
    },
    "bayesian": {
      "posterior": 0.6667,
      "unranked": true,
      "note": "Unranked likelihood of internal consistency. Never used to sort the shelf. Not world accuracy."
    },
    "possibility": {
      "possibility": null,
      "kind": "HEURISTIC",
      "refuse": "PENDING_ANCHORS",
      "unranked": true,
      "not_truth": true
    },
    "quarantine": null,
    "zsolver": {
      "status": "not_applicable",
      "applicable": false,
      "seed_corpus": false,
      "baseline": false
    },
    "ledger_entry_hash": "a40e3ab450cba8cd88ef5e9179cb493111f8fff37d2fdc48e33c621ee9598872",
    "verified_utc": "2026-10-04T03:56:13.047Z",
    "note": "Public HTTPS site is not a mesh. AzielTether carries this tip. Survival interdependence with GodLock and other Aziel software is via downloadable tether + Worker bootstrap APIs."
  },
  "chain_tip": "e4d814a01efbbd5cf0642c7ddfd9eca30ba2caa6eddbef876ca0e0bc428af40d",
  "chain_sequence": 219,
  "body": "# AZ Mandible – Prototype Code v1.0\n\n## Files\n- `AZ_Mandible_v1.ino` ← main firmware (upload this)\n\n## Wiring (Arduino Nano)\n\n| Component              | Arduino Pin      |\n|------------------------|------------------|\n| Piezo signal (after amp) | A0             |\n| Bone conduction (PAM8403 signal in) | D9 (PWM) |\n| Power                  | 5V / GND         |\n\n## How to Upload\n1. Install Arduino IDE\n2. Select board: **Arduino Nano**\n3. Select the correct COM port\n4. Open `AZ_Mandible_v1.ino`\n5. Click Upload\n\n## First-Time Tuning\n1. Open **Serial Plotter** (Tools → Serial Plotter)\n2. Set baud to **115200**\n3. Relax your jaw – note the baseline noise\n4. Make a clear intentional jaw movement\n5. Adjust this line until peaks are cleanly above noise:\n\n```cpp\nint threshold = 80;\n```\n\nRaise the number if it false-triggers.  \nLower it if real movements are missed.\n\n## Current Gestures\n- **1 clear peak** → YES (single tone)\n- **2 quick peaks** → NO (double tone)\n\n## Next Steps After This Works\n- Add more gestures\n- Adaptive thresholds per user\n- Longer intent vocabulary\n\n\nAziel Eliab\nresearch, hardware, legal\nAZ Mandible Notes\nAziel, mandible, corpus",
  "author": "Aziel Eliab",
  "domain": "research, hardware, legal",
  "subjects": "AZ Mandible Notes",
  "keywords": "Aziel, mandible, corpus"
}