"""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)