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"""CASCADE-LATTICE Deep Dive Summary"""
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from cascade import store, genesis, Hold, HoldPoint, CausationGraph, Receipt
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print("=" * 70)
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print("CASCADE-LATTICE v0.6.0 - DEEP DIVE SUMMARY")
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print("=" * 70)
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print("""
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CORE PHILOSOPHY:
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"Universal AI provenance layer — cryptographic receipts for every call,
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HOLD inference halt protocol, and code diagnostics"
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BY: Jeff Towers
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ARCHITECTURE:
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┌─────────────────────────────────────────────────────────────────────┐
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│ CASCADE-LATTICE │
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├─────────────────────────────────────────────────────────────────────┤
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│ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ │
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│ │ HOLD │ │ CAUSATION │ │ METRICS │ │ FORENSICS │ │
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│ │ System │ │ Graph │ │ Engine │ │ + GhostLog │ │
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│ └─────────────┘ └─────────────┘ └─────────────┘ └─────────────┘ │
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│ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ │
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│ │ STORE │ │ GENESIS │ │ IDENTITY │ │ DIAGNOSTICS │ │
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│ │ (SQLite+CID)│ │ (Provenance)│ │(Fingerprint)│ │ (BugDetect) │ │
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│ └─────────────┘ └─────────────┘ └─────────────┘ └─────────────┘ │
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└─────────────────────────────────────────────────────────────────────┘
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↓ Sync
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┌─────────────────────┐
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│ HuggingFace Hub │
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│ tostido/cascade-obs │
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└─────────────────────┘
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""")
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s = store.stats()
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print("LOCAL LATTICE STATS:")
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print(f" Genesis Root: {s['genesis_root']}")
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print(f" Total Observations: {s['total_observations']:,}")
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print(f" Lattice Dir: {s['lattice_dir']}")
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print()
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print("MODELS TRACKED:")
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for model, count in s['models'].items():
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print(f" {model}: {count:,} observations")
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print()
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print("=" * 70)
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print("KEY COMPONENTS")
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print("=" * 70)
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print("""
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1. HOLD SYSTEM - Inference-level halt protocol
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├── Hold.yield_point() - Brain pauses, yields decision
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├── HoldPoint - Freeze-frame with merkle chain
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├── Hold.resolve() - External resolution (human/Ghost)
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└── HoldResolution - Final action + override info
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2. HOLDPOINT FIELDS (the decision snapshot):
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├── action_probs - Probability distribution
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├── value - Predicted value
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├── observation - What brain saw
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├── imagination - Dict[int, Dict] future trajectories
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├── attention - Where brain focused
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├── reasoning - Optional reasoning chain
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├── merkle_root - Cryptographic hash
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└── parent_merkle - Link to previous decision
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3. CAUSATION GRAPH - Bidirectional event tracing
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├── add_event(Event) - Record event
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├── get_causes(id) - What caused this?
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├── get_effects(id) - What did this cause?
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└── Tracer.trace_backwards/forwards
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4. STORE - SQLite + Content-Addressable (CID)
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├── observe(model_id, data) - Record observation
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├── query(model_id, since) - Query observations
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├── Receipt - CID + merkle + parent chain
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└── sync_all() - Push to HuggingFace
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5. GENESIS - Provenance root
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├── create_genesis() - Start new chain
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├── get_genesis_root() - Get chain root hash
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└── verify_lineage_to_genesis() - Verify full chain
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6. IDENTITY - Model fingerprinting
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├── ModelIdentity - Base model + variant + fingerprint
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├── BehavioralFingerprint - Probe responses hash
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└── detect_format/quantization
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7. FORENSICS - Post-hoc analysis
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├── GhostLog - Operation narrative
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├── DataForensics - Artifact detection
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└── TechFingerprinter - Technology identification
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8. DIAGNOSTICS - Code analysis
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├── BugDetector - Pattern-based bug scanning
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├── CodeTracer - Execution tracing
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└── DiagnosticEngine - Full diagnostic report
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""")
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print("=" * 70)
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print("HUGGINGFACE INTEGRATION")
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print("=" * 70)
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print("""
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Your dataset: tostido/cascade-observations
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- 556 downloads
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- Created: 2026-01-07
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- Last modified: 2026-01-17
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Commands:
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cascade.pull_from_hf('tostido/cascade-observations') # Pull
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cascade.sync_all() # Push
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""")
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print("=" * 70)
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