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Technology / Models & Benchmarks

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  • The MMLU Trap: Why Your Benchmark-Topping Model Is Failing in Production
    Technology / Models & Benchmarks

    The MMLU Trap: Why Your Benchmark-Topping Model Is Failing in Production

    May 10, 2026Article

    A Fortune 100 insurer selected a model ranked first on MMLU for an adjudication assistant, and within six weeks p95 late

    Read more →
  • Fine-Tuning vs Prompting in 2026: I Tried Both on the Same Real Product Feature
    Technology / Models & Benchmarks

    Fine-Tuning vs Prompting in 2026: I Tried Both on the Same Real Product Feature

    Apr 16, 2026Article

    I took one concrete feature — a Git-style commit message generator — and implemented it three ways: pure prompting, few-

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    Read more →
  • Stop Treating Leaderboards as Architecture Guidance: Designing Evaluation for Your Own Stack
    Technology / Models & Benchmarks

    Stop Treating Leaderboards as Architecture Guidance: Designing Evaluation for Your Own Stack

    Apr 14, 2026Article

    A team blindly chose the top model from public leaderboards and watched latency, cost, and quality collapse in productio

    architecturemodelsbenchmarks
    Read more →

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