{
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  "repair_issue": 391,
  "skills_correction_issue": "pinklon/skills#182",
  "created": "2026-08-11",
  "accessed_date": "2026-08-11",
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      "id": "source:shareplane-platform-issue-387",
      "title": "Inference at the Ambiguity Frontier",
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      "id": "source:issue-387-accepted-visual",
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      "title": "Issue #230: build-once publication Fast Path v01",
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      "id": "source:google-adk-2",
      "title": "Why we built ADK 2.0",
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      "id": "source:anthropic-managed-agents",
      "title": "Scaling Managed Agents: Decoupling the brain from the hands",
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      "id": "source:compiled-ai-2604-05150",
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    {"id":"claim:ambiguity-frontier:maturity","class":"bounded-inference","evidence_required":"yes-plus-counterevidence","corroboration_result":"supported-with-material-qualification","support":["source:google-adk-2","source:compiled-ai-2604-05150","source:openai-agents-transforming-work"],"caveat":"Solved subpaths may become deterministic while total agent use expands into harder work.","unresolved_risk":null},
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    "within_180_day_authoritative_support": {
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      "claim:ambiguity-frontier:maturity": ["source:google-adk-2","source:openai-agents-transforming-work"],
      "claim:ambiguity-frontier:interchangeability": ["source:anthropic-managed-agents"]
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    "omitted_newer_evidence_justification": null,
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    "result": "pass-for-authority-repair"
  },
  "prior_art": {
    "construct": "Inference Dependency Ratio (IDR)",
    "search_date": "2026-08-11",
    "search_terms": ["\"Inference Dependency Ratio\" AI","\"inference dependency\" ratio AI systems","\"model call\" ratio agent architecture deterministic workflow","\"LLM\" deterministic workflow cost latency variance"],
    "source_classes_searched": ["web search","primary vendor engineering/guidance","recent research"],
    "exact_name_collision": "none-material-found-in-bounded-search",
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      {"source":"source:google-adk-2","relationship":"strong-adjacent","note":"Explicitly separates deterministic application flow from LLM reasoning for production agents."},
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    ],
    "originality_posture": "no-originality-claim",
    "disposition": "IDR is retained as Tony Malott's proposed label and ratio for this architecture thesis, with explicit acknowledgment that the broader deterministic-compilation and selective-inference pattern has substantial prior art. No claim is made that the underlying architecture or the general idea of reducing repeated inference is novel."
  },
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    {"candidate":"artifact:governed-static-publishing-lane","considered_because":"Concrete SharePlane example of stable publication decisions becoming reusable deterministic infrastructure.","disposition":"accepted","relationship_type":"application","reader_group":"applications","label":"See the pattern applied to publishing","resolution":"canonical-target-resolves","rationale":"It turns the abstract thesis into a directly inspectable application in the author's system."},
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  }
}
