Complete TDD-verified AI grounding system with topological signatures, provenance tracking, data proofs, and cross-domain reasoning
Complete TDD-verified system with topological signatures, provenance tracking, data proofs, and cross-domain reasoning
Generate deterministic topological fingerprints from embeddings with Vietoris-Rips complexes and persistent homology
Complete DAG-based provenance system tracking every reasoning step with cryptographic signatures and verification
Merkle tree-based data fingerprinting with membership proofs and zero-knowledge compliance auditing
Discover hidden connections between domains using topological similarity for principle transfer
Complete TDD implementation with 56 Rust unit tests and 90 Python integration tests. Property-based testing with proptest ensures mathematical correctness.
Rust core with Python bindings for optimal performance. Handles large datasets, concurrent operations, and real-time processing.
Rust performance with Python accessibility - integrate TCDB into your workflow
import tcdb_core
import numpy as np
# Create topological signature
embedding = np.random.rand(100, 3)
capture = tcdb_core.EmbeddingCapture(embedding.flatten(), "test_source")
signature = capture.compute_signature()
# Track provenance
tracker = tcdb_core.ProvenanceTracker()
step = tcdb_core.ReasoningStep(
operation=tcdb_core.OperationType.Generation,
inputs=["embedding_data"],
outputs=["topological_signature"]
)
tracker.add_step(step)
# Generate data proof
dataset = tcdb_core.Dataset(embedding, "training_data")
prover = tcdb_core.DataProver()
fingerprint = prover.fingerprint_dataset(dataset)
proof = prover.prove_data_usage(model, dataset)
# Cross-domain reasoning
mapper = tcdb_core.DomainMapper()
mapper.register_domain("neural_networks", neural_data)
mapper.register_domain("power_grids", power_data)
engine = tcdb_core.PrincipleTransferEngine(mapper)
connections = engine.discover_hidden_connections()
TDD-verified AI grounding system where mathematical correctness is guaranteed
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Join the TDD revolution - 146 tests, 4 core modules, mathematically guaranteed results
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