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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 built an open-source tool to turn your random home GPUs & Ollama into an OpenAI-compatible cloud (no port forwarding)

I built an open-source tool to turn your random home GPUs & Ollama into an OpenAI-compatible cloud (no port forwarding)

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1 min read
Is a blank cell signal, or just missing?

Is a blank cell signal, or just missing?

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9 min read
When ChatGPT Explains What It Will Do Instead of Doing It

When ChatGPT Explains What It Will Do Instead of Doing It

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2 min read
Benchmark Contamination 101: How Train/Test Overlap Inflates Leaderboard Scores (and How to Catch It)

Benchmark Contamination 101: How Train/Test Overlap Inflates Leaderboard Scores (and How to Catch It)

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7 min read
NEXUS: Why the Next AI Architecture Won't Be Just One Thing

NEXUS: Why the Next AI Architecture Won't Be Just One Thing

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2 min read
15 GPU list prices rose in September and none fell. Today AWS raises Capacity Blocks 15%

15 GPU list prices rose in September and none fell. Today AWS raises Capacity Blocks 15%

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10 min read
What an AI Portfolio README Should Prove Before You Apply

What an AI Portfolio README Should Prove Before You Apply

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5 min read
My speech-flaw detector flagged 41 false alarms a minute. One line of math fixed it.

My speech-flaw detector flagged 41 false alarms a minute. One line of math fixed it.

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4 min read
The Confidence Interval Was [0, 0]. That Was Not Precision.

The Confidence Interval Was [0, 0]. That Was Not Precision.

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6 min read
Test‑time policy optimization replaces supervised labels

Test‑time policy optimization replaces supervised labels

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2 min read
The Real Post-Mortem: Serving Open LLMs on AWS (SageMaker vLLM vs. Bedrock Custom Models)

The Real Post-Mortem: Serving Open LLMs on AWS (SageMaker vLLM vs. Bedrock Custom Models)

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8 min read
PostTrainLLM vs Unsloth: start with the hardware and the decision

PostTrainLLM vs Unsloth: start with the hardware and the decision

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2 min read
Context Engineering: Why Your AI Agent Needs a Database, Not a Prompt

Context Engineering: Why Your AI Agent Needs a Database, Not a Prompt

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16 min read
Z.ai GLM-5.3 vs Alibaba Qwen3.8: Multimodal Reasoning and Local Serving Benchmarks

Z.ai GLM-5.3 vs Alibaba Qwen3.8: Multimodal Reasoning and Local Serving Benchmarks

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4 min read
Every LLM I tested would help my mother prepay a fake OLX seller

Kaggle Benchmarking Challenge Submission

Every LLM I tested would help my mother prepay a fake OLX seller

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11 min read
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