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A Benchmark Is Only as Honest as Its Harness

A Benchmark Is Only as Honest as Its Harness

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4 min read
Extraction APIs invented values for 17% of the fields that aren't in the document. Ours included.

Extraction APIs invented values for 17% of the fields that aren't in the document. Ours included.

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12 min read
A Small Transformer Trained in 1.5 Hours Beat Many LLMs on ARC

A Small Transformer Trained in 1.5 Hours Beat Many LLMs on ARC

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5 min read
Tried `sponsors/wonderwhy-er`: A Practical MCP Server Review

Tried `sponsors/wonderwhy-er`: A Practical MCP Server Review

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2 min read
Benchmark a Free AI Coding Tier on a Cold Server

Benchmark a Free AI Coding Tier on a Cold Server

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4 min read
AxonASP vs. Native IIS ASP: Performance Benchmarks and Engine Architecture

AxonASP vs. Native IIS ASP: Performance Benchmarks and Engine Architecture

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2 min read
We ran 160 agent tasks across two frameworks. The frameworks tied. Then we changed the model.

We ran 160 agent tasks across two frameworks. The frameworks tied. Then we changed the model.

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4 min read
A LongMemEval-S number you can reproduce

A LongMemEval-S number you can reproduce

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6 min read
I Tested GLM-5.3-Flash and Qwen3.8-Flash on 24 Real Tasks

I Tested GLM-5.3-Flash and Qwen3.8-Flash on 24 Real Tasks

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6 min read
Twenty Prompts, One Compiler: A Free AI Server's Failure Matrix

Twenty Prompts, One Compiler: A Free AI Server's Failure Matrix

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5 min read
I Benchmarked Two Local LLMs on Real Dev Work — Qwopus 27B vs Muse Glimmer 30B

I Benchmarked Two Local LLMs on Real Dev Work — Qwopus 27B vs Muse Glimmer 30B

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5 min read
DeepSeek V4 Is Now the 'Kill Line' of AI Models — Here's What That Means

DeepSeek V4 Is Now the 'Kill Line' of AI Models — Here's What That Means

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3 min read
Benchmarking AI Coding Agents on Real Pull Requests

Benchmarking AI Coding Agents on Real Pull Requests

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7 min read
AI Daily Digest — August 1, 2026: ARC-AGI-3 Harness Discovery, EU AI Gigafactories, Devin SWE-1.7

AI Daily Digest — August 1, 2026: ARC-AGI-3 Harness Discovery, EU AI Gigafactories, Devin SWE-1.7

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7 min read
39,000 Torrents: The Bug My Green Benchmark Never Caught

39,000 Torrents: The Bug My Green Benchmark Never Caught

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8 min read
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