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Publish KLIK real-agent Coder390 and TURBO-Fable replacement study with all failures
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Results and claim boundaries

  • Eight candidate configurations and two installed thinking-enabled baselines.
  • Coder390:0/5completedrepairs within900s; nofinalvisible-outputTPS.
  • TURBO-Fable:3/3completedrepair/gate/fullsuite,795.80–892.05s; finalvisible4.32–8.38tok/s.
  • Ornithnormal:218.08s,30.57visible-stream/23.86final-cycle;275passed/1skipped.
  • Ornithabliterated:204.68s,32.33visible-stream/28.38final-cycle;275passed/1skipped.
  • Vision:7known-diagramprobes passed;1nativeDFlash2text-only rununtestedforvision.
  • SGLangAppleMLXexists;inspectedin-treeDFLASHrejectsMPS. NoSGLangbenchmark.
  • NativeCoder39028GiBstartuprejects262k;32GiBready. Noactual256kcandidatequalification.
  • One trial perconfiguration;differentengine/architecture/quant/sampling andhostload. No causal/globalintelligence ranking oruniversalTPSfloor.
  • Candidateprovidersremoved;productionOrnithpreserved. Alltimeouterror/failure recordsretained inpublicledger,private traceswithheld.

See paper/main.pdf and results/processed/runs.json for per-run values and REPRODUCIBILITY.md for definitions.