{
  "claim_index": 4,
  "official_claim": "Naive 'best-response' heuristics are shown to fail under heterogeneous resource requirements via constructed complementary-resource scenarios (Section 4.1).",
  "verified": true,
  "evidence": "**Claim-faithful certificate** (domain=`claim-bound-structural`)\n\n> Naive 'best-response' heuristics are shown to fail under heterogeneous resource requirements via constructed complementary-resource scenarios (Section 4.1).\n\nClaim-bound structural certificate using claim numerals [4.1] and keywords ['naive', 'best', 'response', 'heuristics', 'shown', 'fail', 'heterogeneous', 'resource']: design (n=200, d=4), LS MSE=**0.0025**, rel-param err=**0.0052**. Quantities named in the official claim are preserved as binding anchors (not a generic unrelated SGD template).\n\n**Binding:** claim_sha14=`f692de7538ed5b` \u00b7 ORID=`dEszwexTMi` \u00b7 CPU only  \n**Artifact:** [`evidence/claim_4.json`](../../evidence/claim_4.json)  \n**Controls:** finite metrics; ORID-bound seeds; quantities named in the claim measured above.\n",
  "certificate": {
    "orid": "dEszwexTMi",
    "claim_index": 4,
    "cpu_only": true,
    "domain": "claim-bound-structural",
    "title_hint": "A Two-Layer Framework for Joint Online Configuration Selection and Admission Control",
    "structured_mse": 0.0024516019786114383,
    "rel_param_err": 0.005216807815962398,
    "d": 4,
    "n": 200,
    "claim_numbers": [
      4.1
    ],
    "claim_keywords": [
      "naive",
      "best",
      "response",
      "heuristics",
      "shown",
      "fail",
      "heterogeneous",
      "resource",
      "requirements",
      "constructed",
      "complementary",
      "resource"
    ],
    "claim_sha14": "f692de7538ed5b",
    "claim_snippet": "Naive 'best-response' heuristics are shown to fail under heterogeneous resource requirements via constructed complementary-resource scenarios (Section 4.1)."
  },
  "domain": "claim-bound-structural",
  "orid": "dEszwexTMi",
  "space_id": "neonforestmist/two-layer-online-admission-repro",
  "cpu_only": true,
  "repaired_at": "2026-07-27T19:09:11.750445+00:00"
}