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The discriminative, contamination-resistant, fully transparent LLM ranking — updated live.

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  1. Wed, Aug 5, 2026 4

    1. docs: methodology white paper (17-page LaTeX + PDF + BibTeX)
      …
      Full technical white paper: benchmark failure analysis, design principles,
      2PL IRT and Bradley-Terry mathematics, robustness metrics, score structure
      and interpretation guide, governance, limitations, comparison table, roadmap,
      33 academic references. Compiles with latexmk -pdf.
      
      Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
      Simon-Pierre Boucher · 5 files +678 −1
    2. fix(worker): cap completion budget by model context window
      …
      max_tokens=16384 caused HTTP 400 on small-context models (e.g. 16k-window
      models); budget is now min(16384, context_length - 4096) with a 2048 floor.
      
      Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
      Simon-Pierre Boucher · 1 file +7 −2
    3. feat(web): deep-detail methodology, privacy policy, terms of service, live efficiency frontier
      …
      - Methodology: scoring mathematics (2PL MAP, Fisher SE, BT MM + SE, composite
        formulas), item lifecycle & bank hygiene, full judge protocol, known
        limitations, versioning/audit section, contact block
      - New /privacy and /terms pages (contact: Simon-Pierre Boucher,
        contact@spboucher.ai), footer links
      - Efficiency frontier + hero stats now poll live (/api/v1/efficiency)
      - Rankings display current INDEX_VERSION only (old runs remain as
        immutable audit history)
      
      Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
      Simon-Pierre Boucher · 8 files +529 −77
    4. feat: LLM Index platform v0.2.0 — discriminative, contamination-resistant live LLM ranking
      …
      IRT 2PL + Bradley-Terry scoring over 12 domains with dynamically generated
      items: hardened math/reasoning/code/knowledge/multilingual/instruction,
      home-made simulated agentic (+context-load) and terminal benches, SVG logo
      duels (3-judge cross-provider panel), vision OCR. Robust extraction cascade,
      parallel evaluation lanes with live-updating leaderboard, per-model full
      transparency pages, public API v1, detailed methodology with references.
      
      Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
      Simon-Pierre Boucher · 130 files +14,699
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