{
  "claims": [
    {
      "text": "The system shall implement a MetadataHeader for every signal.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:1,char:1"
    },
    {
      "text": "This header must include a provenance_hash to ensure data integrity.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:2,char:1"
    },
    {
      "text": "The provenance_hash is a SHA-256 hash of the raw bytes of the signal.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:3,char:1"
    },
    {
      "text": "Traceability is maintained through a parent_id mapping.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:4,char:1"
    },
    {
      "text": "Each signal is assigned a unique trace_id upon ingestion.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:5,char:1"
    },
    {
      "text": "The timestamp_ms field records the exact time of capture in milliseconds.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:6,char:1"
    },
    {
      "text": "Contract versions are strictly enforced to prevent schema drift.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:7,char:1"
    },
    {
      "text": "Tags can be used for arbitrary metadata and categorization.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:8,char:1"
    },
    {
      "text": "The universal contract envelope is the DNA of every signal in the system.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:9,char:1"
    },
    {
      "text": "Auditability is the primary goal of the Silo 4 Research layer.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:10,char:1"
    },
    {
      "text": "The Reverse-Lookup Judge verifies claims against the original source bytes.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:11,char:1"
    },
    {
      "text": "Precision must be 100% to avoid hallucinations in the synthesis phase.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:12,char:1"
    },
    {
      "text": "Recall should exceed 95% across the standard Golden Dataset.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:13,char:1"
    },
    {
      "text": "Latency for a single lookup must remain below 200 milliseconds.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:14,char:1"
    },
    {
      "text": "The system uses bitwise exact matching for verification.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:15,char:1"
    },
    {
      "text": "Aho-Corasick algorithm is recommended for multi-pattern matching.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:16,char:1"
    },
    {
      "text": "Sliding window approaches are also valid for single snippet lookups.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:17,char:1"
    },
    {
      "text": "Normalization should be lossless to preserve original formatting.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:18,char:1"
    },
    {
      "text": "Whitespace and non-printable characters may be handled specifically.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:19,char:1"
    },
    {
      "text": "Encoding variations (UTF-8, ASCII) must be normalized before matching.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:20,char:1"
    },
    {
      "text": "The provenance chain allows 4-hop traceability from broadcast to source.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:21,char:1"
    },
    {
      "text": "Silo 1 handles RawSignal ingestion from various URIs.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:22,char:1"
    },
    {
      "text": "Silo 2 performs Normalization and noise reduction on raw bytes.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:23,char:1"
    },
    {
      "text": "Silo 3 filters signals to isolate high-intent tickets for research.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:24,char:1"
    },
    {
      "text": "Silo 4 synthesizes artifacts with evidence bundles and citations.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:25,char:1"
    },
    {
      "text": "Silo 5 distributes machine-readable signals via MCP protocol.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:26,char:1"
    },
    {
      "text": "The North Star metric is Signal Fidelity, a product of precision and recall.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:27,char:1"
    },
    {
      "text": "Lead time is the third factor in the Signal Fidelity equation.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:28,char:1"
    },
    {
      "text": "The system operates on a continuous feedback loop of mandates and research.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:29,char:1"
    },
    {
      "text": "Governors define the objective functions and success criteria.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:30,char:1"
    },
    {
      "text": "Scientists hypothesize and implement candidate mechanisms.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:31,char:1"
    },
    {
      "text": "Validators run automated judges against the golden sets.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:32,char:1"
    },
    {
      "text": "Promotion to Champion status requires passing all convergence criteria.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:33,char:1"
    },
    {
      "text": "Challengers are tested in a controlled laboratory environment.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:34,char:1"
    },
    {
      "text": "The repository structure follows a strict organizational pattern.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:35,char:1"
    },
    {
      "text": "Contracts are stored in the /contracts directory as markdown or protobuf.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:36,char:1"
    },
    {
      "text": "Golden sets provide the ground truth for evaluation scripts.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:37,char:1"
    },
    {
      "text": "Evals contain the judge logic and performance logs.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:38,char:1"
    },
    {
      "text": "References serve as the global source of truth for the system.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:39,char:1"
    },
    {
      "text": "Research documents track the discovery and evaluation of mechanisms.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:40,char:1"
    },
    {
      "text": "The project manual is maintained in the PROCESS.md file.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:41,char:1"
    },
    {
      "text": "The system architecture is detailed in ARCHITECTURE.md.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:42,char:1"
    },
    {
      "text": "Aho-Corasick is efficient for searching many patterns simultaneously.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:43,char:1"
    },
    {
      "text": "KMP algorithm is optimal for searching a single pattern in a text.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:44,char:1"
    },
    {
      "text": "Boyer-Moore is another fast string searching algorithm.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:45,char:1"
    },
    {
      "text": "Regular expressions can be used for complex pattern matching.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:46,char:1"
    },
    {
      "text": "However, for exact auditability, literal string matches are preferred.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:47,char:1"
    },
    {
      "text": "The confidence_score in the AuditTrail reflects the match quality.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:48,char:1"
    },
    {
      "text": "A verdict of true indicates a confirmed bitwise match.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:49,char:1"
    },
    {
      "text": "Source coordinates specify the exact location within the document.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:50,char:1"
    },
    {
      "text": "Line and character offsets are the standard coordinate system used.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:51,char:1"
    },
    {
      "text": "XPath or CSS selectors may be used for structured HTML or XML data.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:52,char:1"
    },
    {
      "text": "The audit trail is essential for high-stakes decision making.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:53,char:1"
    },
    {
      "text": "Transparency in the intelligence pipeline builds trust with users.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:54,char:1"
    },
    {
      "text": "The system is designed for autonomous operation with human oversight.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:55,char:1"
    },
    {
      "text": "Continuous integration ensures that new changes do not regress SLOs.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:56,char:1"
    },
    {
      "text": "The goal is to reach a 0.9 Factuality score in the synthesis silo.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:57,char:1"
    },
    {
      "text": "Synthesis artifacts must include an immutable EvidenceBundle snapshot.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:58,char:1"
    },
    {
      "text": "Provenance pointers link every claim to its specific source byte range.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:59,char:1"
    },
    {
      "text": "The system architecture prioritizes modularity and strict interfaces.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:60,char:1"
    },
    {
      "text": "Each silo acts as a black box with defined input and output contracts.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:61,char:1"
    },
    {
      "text": "Errors in one silo are isolated and do not cascade through the system.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:62,char:1"
    },
    {
      "text": "Dead-letter queues are used to audit failed signals in the ingestion silo.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:63,char:1"
    },
    {
      "text": "High-intent tickets are the fuel for the research and synthesis process.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:64,char:1"
    },
    {
      "text": "Signal detection uses Z-Score and semantic shift analysis techniques.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:65,char:1"
    },
    {
      "text": "The final broadcast layer ensures compatibility with downstream consumers.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:66,char:1"
    },
    {
      "text": "MCP protocol is used for real-time distribution of intelligence signals.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:67,char:1"
    },
    {
      "text": "Linter scripts verify JSON schema compliance for all broadcasted data.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:68,char:1"
    },
    {
      "text": "The entire pipeline is monitored for latency and throughput SLOs.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:69,char:1"
    },
    {
      "text": "Scalability is achieved through horizontal distribution of silo workers.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:70,char:1"
    },
    {
      "text": "Reliability is built into the system through redundancy and failover.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:71,char:1"
    },
    {
      "text": "The mission for Silo 4 Auditability is currently in the mandate phase.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:72,char:1"
    },
    {
      "text": "The first objective is the implementation of the MetadataHeader.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:73,char:1"
    },
    {
      "text": "The second objective is the deployment of the Reverse-Lookup Judge.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:74,char:1"
    },
    {
      "text": "Progress is tracked through mission starts and convergence logs.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:75,char:1"
    },
    {
      "text": "The ultimate aim is a fully traceable autonomous intelligence system.",
      "source_uri": "fixture://system-spec",
      "debug_coordinate": "line:76,char:1"
    }
  ],
  "format": "zigg.ing-anythingllm-bundle-v1",
  "sources": [
    {
      "title": "System Specification",
      "excerpt": "The system shall implement a MetadataHeader for every signal. This header must include a provenance_hash to ensure data integrity. The provenance_hash is a SHA-256 hash of the raw bytes of the signal. Traceability is ma…",
      "trace_id": "0c09d444-8b28-4890-82e8-e11867937779",
      "source_uri": "fixture://system-spec",
      "raw_signal_id": "9892e17d-aa0f-478e-ae61-d084313cba6b"
    }
  ],
  "summary": "Why this matters This artifact is grounded in 76 verified claims across 1 context signals. Corroborating evidence: The system shall implement a MetadataHeader for every signal; This header must include a provenance_hash to ensure data integrity. The semantic-shift path highlights material changes in tone or intent rather than surface-level vocabulary churn.",
  "headline": "The system shall implement a MetadataHeader for every signal",
  "artifact_id": "7cc77a2b-f9db-4266-9588-52b18e91716d",
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      "sha256": "d3448a735f50c55a4b4d725c122c4e96aa5238060ba7bb74dd2111caa8a1e498",
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}