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Machine Learning

A branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy.

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Notes from a 2 AM On-Call: When llama-swap's Model Reload Hit a 30s Timeout Wall

Notes from a 2 AM On-Call: When llama-swap's Model Reload Hit a 30s Timeout Wall

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3 min read
Validate bounding boxes from a general vision model

Validate bounding boxes from a general vision model

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6 min read
Your Firewall Already Saw the Attack: Bringing AI Detection to Network Logs

Your Firewall Already Saw the Attack: Bringing AI Detection to Network Logs

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6 min read
I put 7 of the newest AI models in a nuclear war game. Here is how to run it on yours.

I put 7 of the newest AI models in a nuclear war game. Here is how to run it on yours.

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3 min read
Training, Validation, and Test Sets in Machine Learning: A Practical Guide

Training, Validation, and Test Sets in Machine Learning: A Practical Guide

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7 min read
Why an LLM confidently says things that aren't true

Why an LLM confidently says things that aren't true

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2 min read
Beyond Retrieval: What Should an AI Agent Remember?

Beyond Retrieval: What Should an AI Agent Remember?

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4 min read
One Prompt, Four Modalities: What a Unified Generation Agent Actually Has to Solve

One Prompt, Four Modalities: What a Unified Generation Agent Actually Has to Solve

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4 min read
Reflection's Beam is open: 23B active, but you still have to fit 501B

Reflection's Beam is open: 23B active, but you still have to fit 501B

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3 min read
Pedigree for Graph Hacks

Pedigree for Graph Hacks

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4 min read
How We Built an Ultra-Lightweight Desktop AI Assistant (<35MB RAM) with Zero-DB RAG and Zero Bloat

How We Built an Ultra-Lightweight Desktop AI Assistant (<35MB RAM) with Zero-DB RAG and Zero Bloat

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3 min read
How to Run NVIDIA Nemotron Dory 4B Locally (Stock llama.cpp Can't Load It Yet)

How to Run NVIDIA Nemotron Dory 4B Locally (Stock llama.cpp Can't Load It Yet)

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8 min read
The 60% Ceiling: Why Your AI Agent Is a Bad Judge of Its Own Next Move

The 60% Ceiling: Why Your AI Agent Is a Bad Judge of Its Own Next Move

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4 min read
How not to use AI. Student Version :)

How not to use AI. Student Version :)

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4 min read
I tried to beat the S&P 500 with machine learning. The bugs taught me more than the model.

I tried to beat the S&P 500 with machine learning. The bugs taught me more than the model.

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12 min read
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