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LLM Evaluation That Actually Compares: Inside the FreeCAD Fix Benchmark

LLM Evaluation That Actually Compares: Inside the FreeCAD Fix Benchmark

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4 min read
FP8 Cut Our TPOT by 25%. At High Concurrency, It Also Changed the Answers.

FP8 Cut Our TPOT by 25%. At High Concurrency, It Also Changed the Answers.

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3 min read
AI Agent Evaluation, End to End: How LFORLA Scores a Drone Build

AI Agent Evaluation, End to End: How LFORLA Scores a Drone Build

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4 min read
Go 1.28 HTTP/2 Parking: Measuring Memory Savings

Go 1.28 HTTP/2 Parking: Measuring Memory Savings

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5 min read
AI Agent Evaluation End to End: How LFORLA Scores a LEGO Build From Brief to Render

AI Agent Evaluation End to End: How LFORLA Scores a LEGO Build From Brief to Render

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5 min read
Benchmarking an Agent Without Lying to Yourself

Benchmarking an Agent Without Lying to Yourself

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5 min read
Benchmarking S3 Throughput: How to Measure Without Lying

Benchmarking S3 Throughput: How to Measure Without Lying

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11 min read
csperf Diff: Comparing Two Runs Without Spreadsheet Chaos

csperf Diff: Comparing Two Runs Without Spreadsheet Chaos

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4 min read
We Wanted a Fast Offline AI. First, We Had to Fix Our Benchmark.

We Wanted a Fast Offline AI. First, We Had to Fix Our Benchmark.

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22 min read
I Built a Benchmark That Catches AI Models Cheating (And They All Failed)

I Built a Benchmark That Catches AI Models Cheating (And They All Failed)

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3 min read
Noise Sources: Affinity, Frequency, and Background Load — How to isolate and quantify non‑compiler variance with csperf

Noise Sources: Affinity, Frequency, and Background Load — How to isolate and quantify non‑compiler variance with csperf

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3 min read
Kev gives the same answer every time. Until you batch it.

Kev gives the same answer every time. Until you batch it.

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8 min read
SGLang vs vLLM: Your Agent Is Slow Because You Picked the Wrong Cache

SGLang vs vLLM: Your Agent Is Slow Because You Picked the Wrong Cache

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5 min read
I Tested Whether Frontier AI Can Do a Texas Real Estate Agent's Desk Work — Here's What 3 Models Taught Me (and What the 4th Taught Me About Benchmarks)

Kaggle Benchmarking Challenge Submission

I Tested Whether Frontier AI Can Do a Texas Real Estate Agent's Desk Work — Here's What 3 Models Taught Me (and What the 4th Taught Me About Benchmarks)

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6 min read
Warmup Deep Dive: What You’re Throwing Away and Why

Warmup Deep Dive: What You’re Throwing Away and Why

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4 min read
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