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# benchmarks

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An AMD GPU Beat My Mac on Llama 8B. The Same GPU Lost on Phi-3.

An AMD GPU Beat My Mac on Llama 8B. The Same GPU Lost on Phi-3.

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5 min read
NLTK vs Compiled Regex: Tokenizing 100 MB of Text in .NET

NLTK vs Compiled Regex: Tokenizing 100 MB of Text in .NET

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3 min read
Why AI Benchmarks Fail Real Hermes Agent Workflows

Why AI Benchmarks Fail Real Hermes Agent Workflows

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10 min read
NetworkX vs CSR + TensorPrimitives: PageRank on 28M Edges

NetworkX vs CSR + TensorPrimitives: PageRank on 28M Edges

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3 min read
pypdf vs PdfPig: Text Extraction at Scale

pypdf vs PdfPig: Text Extraction at Scale

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2 min read
Cross-Machine Memory Query: About 20 Milliseconds, Most Days

Cross-Machine Memory Query: About 20 Milliseconds, Most Days

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9 min read
Single-Prompt Safety Scores Are Measuring the Wrong Thing

Single-Prompt Safety Scores Are Measuring the Wrong Thing

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3 min read
textdistance vs ArrayPool: Edit Distance Without the Allocations

textdistance vs ArrayPool: Edit Distance Without the Allocations

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3 min read
Four Chinese Labs Rewrote the Open-Weights Leaderboard in 18 Days

Four Chinese Labs Rewrote the Open-Weights Leaderboard in 18 Days

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3 min read
The cheapest and fastest way to generate an image

The cheapest and fastest way to generate an image

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1 min read
Beyond Scores: A Critical Review of Benchmark Reports for Evaluating Large Language Models

Beyond Scores: A Critical Review of Benchmark Reports for Evaluating Large Language Models

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7 min read
SurrealDB 3.x by the numbers

SurrealDB 3.x by the numbers

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8 min read
Brute-Force Retrieval Holds Through 5,000 Memories. Then It Doesn't.

Brute-Force Retrieval Holds Through 5,000 Memories. Then It Doesn't.

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7 min read
What you measure depends on where you draw the boundary

What you measure depends on where you draw the boundary

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9 min read
Your GPU Probably Isn't Helping Your Retrieval System

Your GPU Probably Isn't Helping Your Retrieval System

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4 min read
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