{
  "schema_version": "1.0.0",
  "id": "evidence-relationship-authority:issue-403:2026-08-11",
  "artifact_id": "artifact:the-best-ai-system-should-need-less-ai-tomorrow",
  "governing_issue": 403,
  "created": "2026-08-11",
  "status": "complete",
  "authority_axes": {
    "semantic": "complete",
    "evidence": "complete",
    "relationships": "complete",
    "creative": "complete",
    "owner_acceptance": "accepted",
    "production": "authorized-after-exact-head-qualification"
  },
  "identity_correction": {
    "defect": "PR #398 reused artifact:inference-at-the-ambiguity-frontier for a distinct later Work.",
    "predecessor_artifact": "artifact:inference-at-the-ambiguity-frontier",
    "predecessor_route": "/architecture/inference-at-the-ambiguity-frontier/",
    "corrected_artifact": "artifact:the-best-ai-system-should-need-less-ai-tomorrow",
    "corrected_route": "/architecture/the-best-ai-system-should-need-less-ai-tomorrow/",
    "qualified_prior_head": "7e4f319b3d3fc7992b2e695a24377d9a30a3cf84",
    "rule": "Identity correction may relocate the already accepted thesis and presentation, but may not rewrite either Work."
  },
  "sources": [
    {"id":"source:shareplane-platform-issue-403","title":"Issue #403 identity split repair","locator":"https://github.com/pinklon/shareplane-platform/issues/403","authority_class":"owner-publication-authority","evidence_role":"uniquely-authoritative","publiclyExposed":true},
    {"id":"source:inference-retirement-pr-398","title":"PR #398 — The Inference Retirement Thesis v2","locator":"https://github.com/pinklon/shareplane-platform/pull/398","authority_class":"qualified-publication-lineage","evidence_role":"lineage","publiclyExposed":true},
    {"id":"source:ambiguity-frontier-predecessor","title":"Inference at the Ambiguity Frontier","locator":"https://shareplane.malott.ai/architecture/inference-at-the-ambiguity-frontier/","authority_class":"predecessor-work","evidence_role":"foundation","publiclyExposed":true},
    {"id":"source:shareplane-platform-pr-231","title":"Issue #230: build-once publication Fast Path v01","locator":"https://github.com/pinklon/shareplane-platform/pull/231","authority_class":"repository-primary-field-evidence","evidence_role":"current-operating","publiclyExposed":true},
    {"id":"source:google-adk-2","title":"Why we built ADK 2.0","locator":"https://developers.googleblog.com/why-we-built-adk-20/","authority_class":"primary-vendor-engineering","evidence_role":"current-operating","publiclyExposed":true},
    {"id":"source:openai-workspace-agents","title":"Workspace agents","locator":"https://openai.com/academy/workspace-agents/","authority_class":"primary-vendor-guidance","evidence_role":"current-operating","publiclyExposed":true},
    {"id":"source:anthropic-managed-agents","title":"Scaling Managed Agents: Decoupling the brain from the hands","locator":"https://www.anthropic.com/engineering/managed-agents","authority_class":"primary-vendor-engineering","evidence_role":"current-operating","publiclyExposed":true},
    {"id":"source:openai-agents-transforming-work","title":"How agents are transforming work","locator":"https://openai.com/index/how-agents-are-transforming-work/","authority_class":"primary-vendor-empirical-context","evidence_role":"counterevidence","publiclyExposed":true},
    {"id":"source:compiled-ai-2604-05150","title":"Compiled AI: Deterministic Code Generation for LLM-Based Workflow Automation","locator":"https://arxiv.org/abs/2604.05150","authority_class":"research-preprint","evidence_role":"prior-art","publiclyExposed":true}
  ],
  "claims": [
    {"id":"claim:inference-retirement:primary","support":["source:shareplane-platform-issue-403","source:google-adk-2","source:openai-workspace-agents","source:compiled-ai-2604-05150"],"corroboration_result":"supported-as-owner-lifecycle-thesis-with-adjacent-corroboration","caveat":"Some domains contain irreducible uncertainty and should retain inference."},
    {"id":"claim:inference-retirement:economics","support":["source:google-adk-2","source:compiled-ai-2604-05150"],"corroboration_result":"supported","caveat":"Magnitude is workload-specific."},
    {"id":"claim:inference-retirement:variance","support":["source:google-adk-2","source:openai-workspace-agents"],"corroboration_result":"supported","caveat":"Orchestration-level claim, not deterministic-model-inference claim."},
    {"id":"claim:inference-retirement:system-autonomy","support":["source:shareplane-platform-issue-403","source:google-adk-2","source:anthropic-managed-agents"],"corroboration_result":"supported","caveat":"Minimum necessary inference varies by task and risk."},
    {"id":"claim:inference-retirement:maturity","support":["source:google-adk-2","source:compiled-ai-2604-05150","source:openai-agents-transforming-work"],"corroboration_result":"supported-with-material-qualification","caveat":"Solved subpaths may become deterministic while total agent use expands."},
    {"id":"claim:inference-retirement:field-evidence","support":["source:shareplane-platform-pr-231"],"corroboration_result":"supported-in-scope","caveat":"One evolving system, not a controlled comparative study."},
    {"id":"claim:inference-retirement:interchangeability","support":["source:shareplane-platform-issue-403","source:anthropic-managed-agents"],"corroboration_result":"supported-in-separation-of-concerns","caveat":"Models remain operationally different."},
    {"id":"claim:inference-retirement:idr","support":["source:shareplane-platform-issue-403"],"corroboration_result":"owner-proposal-only","caveat":"Not standardized or empirically validated."}
  ],
  "prior_art": {
    "construct": "Inference retirement lifecycle and Inference Dependency Ratio",
    "originality_posture": "no-originality-claim",
    "adjacent_prior_art": ["source:compiled-ai-2604-05150","source:google-adk-2"],
    "disposition": "The lifecycle doctrine is retained as Tony Malott's synthesis. Deterministic workflow, selective inference, and compiled-AI mechanisms have substantial prior art."
  },
  "relationship_decisions": [
    {"target_id":"artifact:inference-at-the-ambiguity-frontier","relationship_type":"foundation","reader_group":"foundations","label":"Start with Inference at the Ambiguity Frontier","disposition":"accepted","rationale":"The predecessor Work establishes the boundary principle this Work develops into an explicit retirement lifecycle."},
    {"target_id":"artifact:the-code-is-no-longer-the-hard-part","relationship_type":"foundation","reader_group":"foundations","label":"Start with the engineering cost inversion","disposition":"accepted"},
    {"target_id":"artifact:stop-prompting-agents-start-managing-workers","relationship_type":"foundation","reader_group":"foundations","label":"Start with the governed worker model","disposition":"accepted"},
    {"target_id":"artifact:the-agents-are-not-the-bottleneck-you-are","relationship_type":"continuation","reader_group":"continue","label":"Continue into the human-attention bottleneck","disposition":"accepted"},
    {"target_id":"artifact:frontier-inference-without-frontier-custody","relationship_type":"companion","reader_group":"companions","label":"Companion: control the inference boundary","disposition":"accepted"},
    {"target_id":"artifact:the-most-expensive-model-is-often-compensation-for-missing-control","relationship_type":"companion","reader_group":"companions","label":"Companion: reduce model dependence through control","disposition":"accepted"},
    {"target_id":"artifact:governed-static-publishing-lane","relationship_type":"application","reader_group":"applications","label":"See the pattern applied to publishing","disposition":"accepted"}
  ],
  "boundary": "Evidence supports bounded mechanisms and field observations. It does not convert the owner lifecycle doctrine into a universal empirical law."
}