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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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I distilled a 7B vision model into a 2B one for screenshots — and the 7B teacher scored worse

Metric bias against descriptive thoroughness

I distilled a 7B vision model into a 2B one for screenshots — and the 7B teacher scored worse

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10 min read
Linear Regression: Code (a) Line

Linear Regression: Code (a) Line

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2 min read
SEFERIM AGI — ThatAIGuyCore: a golden-ratio cognitive substrate (open source)

SEFERIM AGI — ThatAIGuyCore: a golden-ratio cognitive substrate (open source)

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2 min read
How LLMs Actually Work: A Developer's Mental Model

How LLMs Actually Work: A Developer's Mental Model

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6 min read
Machine Learning for Data Engineers: The Patterns I Actually Used Across 7 Projects

Machine Learning for Data Engineers: The Patterns I Actually Used Across 7 Projects

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11 min read
Inference Is Becoming the New Steady-State Cost Center

Inference Is Becoming the New Steady-State Cost Center

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5 min read
What Happens When You Evaluate a B2B Sales Agent on Tasks It Was Never Designed For

What Happens When You Evaluate a B2B Sales Agent on Tasks It Was Never Designed For

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5 min read
The Essence

The Essence

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4 min read
Gemma 4 12B: Google's encoder-free multimodal AI now runs on a laptop

Gemma 4 12B: Google's encoder-free multimodal AI now runs on a laptop

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2 min read
Building Edge AI for Industrial Environments: Engineering Lessons from Real Deployments in 2026

Building Edge AI for Industrial Environments: Engineering Lessons from Real Deployments in 2026

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5 min read
Reproducing Chinchilla Scaling on a Budget

Reproducing Chinchilla Scaling on a Budget

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3 min read
Model Drift Detection: Stop Silent Failures Before They Kill Your Model (2026)

Model Drift Detection: Stop Silent Failures Before They Kill Your Model (2026)

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9 min read
KVQuant: real terminal proof for KV-cache compression

KVQuant: real terminal proof for KV-cache compression

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5 min read
Why TPUs Aren't Popular (Even Though They're Cheaper Per Token)

Why TPUs Aren't Popular (Even Though They're Cheaper Per Token)

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10 min read
How to access DeepSeek and Qwen alongside OpenAI without managing separate API keys for everything

How to access DeepSeek and Qwen alongside OpenAI without managing separate API keys for everything

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2 min read
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