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