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I built an oracle to prove my benchmark needed full document coverage. I only tested it from one end.

I built an oracle to prove my benchmark needed full document coverage. I only tested it from one end.

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5 min read
Who Holds #1 on Every Hugging Face Official Benchmark? A Live Index

Who Holds #1 on Every Hugging Face Official Benchmark? A Live Index

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2 min read
Stop Blaming Serialization for Slow Python UDFs

Stop Blaming Serialization for Slow Python UDFs

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8 min read
Meta's Muse Wonder Scores Big and Delivers Little

Meta's Muse Wonder Scores Big and Delivers Little

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9 min read
Passed Once, Failed 19 Times: The Reliability Gap Microsoft's ThinkingBox Found in Every Agent

Passed Once, Failed 19 Times: The Reliability Gap Microsoft's ThinkingBox Found in Every Agent

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6 min read
Opus 5.5 Leads a Four-Model OWASP Java Test by 7 to 9 Points. Kimi K3, GLM 5.3, and GPT-6 Sol Tie.

Opus 5.5 Leads a Four-Model OWASP Java Test by 7 to 9 Points. Kimi K3, GLM 5.3, and GPT-6 Sol Tie.

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9 min read
Reading the S1MB result: why Borda aggregation makes a #1 harder to fake

Reading the S1MB result: why Borda aggregation makes a #1 harder to fake

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2 min read
OpenAI's 722 Math Proofs All Came From One Prompt

OpenAI's 722 Math Proofs All Came From One Prompt

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2 min read
The benchmark score is the number to trust least

The benchmark score is the number to trust least

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2 min read
Strands Decider 2B vs LLM as a judge: a keyword regex tied the 2B

Strands Decider 2B vs LLM as a judge: a keyword regex tied the 2B

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1 min read
The Visible Test Suite Is the Ceiling on What the Next Agent Can Deliver

The Visible Test Suite Is the Ceiling on What the Next Agent Can Deliver

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8 min read
Synthetic GUI Benchmarks Fail When the App Doesn't Actually Run

Synthetic GUI Benchmarks Fail When the App Doesn't Actually Run

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2 min read
Qwen-Image 2.1 on 16 GB of VRAM, quantized to NF4: a real benchmark against FLUX

Qwen-Image 2.1 on 16 GB of VRAM, quantized to NF4: a real benchmark against FLUX

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2 min read
Why your SQLite WAL file never shrinks

Why your SQLite WAL file never shrinks

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12 min read
The Model Wasn't Stupid. It Was Blind: How a Four-Sentence Prompt Took Claude to a Perfect 100 on ARC-AGI-3

The Model Wasn't Stupid. It Was Blind: How a Four-Sentence Prompt Took Claude to a Perfect 100 on ARC-AGI-3

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6 min read
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