pattern_inventory.json

{
  "generation_timestamp": "2026-03-26T03:15:00.058533Z",
  "sha256": "7fbec2adcd261b4f42b9d2eede393e27e612f9d600ac87ece91ba5258d1cd99b",
  "patterns": [
    {
      "id": "urn:drp:taxonomy:pattern:001",
      "label": "Entropy Subtraction Paradigm",
      "measurement_proxy": "Ratio of dereferenced-node dissolution events to total system memory events per cycle (GC throughput; apoptotic index; repeal rate)",
      "task_conditioned_baseline": "Trigger threshold = resource utilization > 0.85 OR zero-reference node count > 5% of total graph",
      "canonical_domains": [
        "Computer Science (Garbage Collection)",
        "Biology (Apoptosis / Programmed Cell Death)",
        "Law (Statutory Repeal / Desuetude)"
      ],
      "structural_invariant": "DAG topology preservation: removal targets only nodes with in-degree=0 from active reference set",
      "key_citations": [
        "Jones et al. 2011 \u2014 GC reachability-based algorithms",
        "arXiv:2504.11654 \u2014 Pathological cases for reachability-based GC",
        "Li 2019 (Semantic Scholar) \u2014 Cancer Niche as Garbage Disposal Machine"
      ]
    },
    {
      "id": "urn:drp:taxonomy:pattern:002",
      "label": "Epistemic Escrow Paradigm",
      "measurement_proxy": "Contradiction isolation rate; explosion-prevention coverage; localized Betti-1 loop count in belief graph",
      "task_conditioned_baseline": "Escrow activation if incoming proposition P triggers both exec-protocol A and NOT-A simultaneously",
      "canonical_domains": [
        "Logic / AI (Paraconsistent LFI, AGM Belief Revision)",
        "Immunology (Clonal Anergy / Immune Tolerance)",
        "Law (Judicial Injunction / Stay of Proceedings)"
      ],
      "structural_invariant": "Consistency operator \u25cb in LFI localizes explosion; escrowed node forms topological 1-cycle (H\u2081 homology class) isolated from main state machine",
      "key_citations": [
        "arXiv:2412.06117v3 \u2014 Paraconsistent Belief Revision: RCBr LFI framework",
        "Hugging Face Forum 2026 \u2014 Paraconsistent Logic and AI Models (hallucination as explosion failure)"
      ]
    },
    {
      "id": "urn:drp:taxonomy:pattern:003",
      "label": "Constitutional Austenite Forging",
      "measurement_proxy": "Plasticity-stability ratio; Fisher Information diagonal (EWC lambda); Hessian trace post-quench normalized by task gradient norm",
      "task_conditioned_baseline": "Phase-lock success if catastrophic forgetting rate < 5% across sequential task battery after quench",
      "canonical_domains": [
        "Materials Science (Austenite-Martensite Phase Transition)",
        "ML / Continual Learning (Elastic Weight Consolidation, Nested Learning)",
        "Constitutional Law (Amendment rigidity vs. interpretive flexibility)"
      ],
      "structural_invariant": "Diffusionless transformation: parameter updates remain bounded by Hessian curvature; global invariants survive local plastic deformation",
      "key_citations": [
        "arXiv:2507.10485 \u2014 EWC replication; synaptic consolidation analogy",
        "ICML 2025 poster:43833 \u2014 Predicting susceptibility to catastrophic forgetting",
        "Google Research Blog 2025 \u2014 Nested Learning paradigm for continual learning"
      ]
    },
    {
      "id": "urn:drp:taxonomy:pattern:004",
      "label": "Topological Decompression",
      "measurement_proxy": "Persistent Betti number reduction ratio; bottleneck distance pre/post decompression; manifold intrinsic dimensionality delta",
      "task_conditioned_baseline": "Decompression required when persistent H\u2081 + H\u2082 features exceed manifold embedding capacity (context window saturation proxy)",
      "canonical_domains": [
        "TDA / ML (Persistent Homology, Spectral Methods)",
        "Genomics (Chromatin Unfolding / Hi-C Contact Maps)",
        "Urban Planning (Spatial Dedensification)"
      ],
      "structural_invariant": "Part-whole transitivity preserved via Mayer-Vietoris sequence; component-object typing maintained across dimensional projection",
      "key_citations": [
        "ar5iv:1511.01426 \u2014 Multiscale Topology of Chromatin Folding (Emmett, Schweinhart, Rabadan)",
        "arXiv:2509.16877 \u2014 TDA and Topological Deep Learning review 2025",
        "NeurIPS 2024 \u2014 Persistent Homology for High-Dimensional Data via Spectral Methods"
      ]
    },
    {
      "id": "urn:drp:taxonomy:pattern:005",
      "label": "Distributed Truth Paradigm",
      "measurement_proxy": "Byzantine fault tolerance threshold (f < n/3); quorum coverage ratio; Nakamoto coefficient; thermodynamic cost per validated bit",
      "task_conditioned_baseline": "Consensus valid if \u2265 2f+1 sovereign nodes independently validate execution trace without shared communication channel",
      "canonical_domains": [
        "Distributed Systems (BFT/PoS/PBFT Blockchain Consensus)",
        "Microbiology (Quorum Sensing / Density-Dependent Gene Expression)",
        "Economics (Macroeconomic Price Discovery / Decentralized Markets)"
      ],
      "structural_invariant": "Non-overlapping epistemic jurisdictions; no single node can unilaterally alter global state; validation requires thermodynamic expenditure",
      "key_citations": [
        "IMF WP/2025 \u2014 Blockchain Consensus Mechanisms (Bains 2025)",
        "Stanford SBC25 \u2014 Alpenglow / Solana consensus protocol",
        "IEEE Access 2025 \u2014 Blockchain-enhanced FL with PBFT/PoS/PoA"
      ]
    }
  ]
}