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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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The "1 Million Token" Trap: Why I Built a Bi-Temporal Memory Engine for AI Agents

The "1 Million Token" Trap: Why I Built a Bi-Temporal Memory Engine for AI Agents

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3 min read
Building a Research-Grade AI Project as a Solo Developer: My Stack, Tools, and Workflow

Building a Research-Grade AI Project as a Solo Developer: My Stack, Tools, and Workflow

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6 min read
DeepSeek vs Qwen vs Kimi vs GLM: Which One Wins My Freelance Budget?

DeepSeek vs Qwen vs Kimi vs GLM: Which One Wins My Freelance Budget?

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7 min read
I graded my own ML option forecasts. Here's the Brier score.

I graded my own ML option forecasts. Here's the Brier score.

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2 min read
Building a 100% Offline AI Translator for Android with LiteRT

Building a 100% Offline AI Translator for Android with LiteRT

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2 min read
DBSCAN Has No Loss Function. That's Not a Bug.

DBSCAN Has No Loss Function. That's Not a Bug.

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5 min read
How to tell a production ready open source AI agent from a demo

How to tell a production ready open source AI agent from a demo

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1 min read
I Spent $47 Last Month Testing Every AI API So You Don't Have To

I Spent $47 Last Month Testing Every AI API So You Don't Have To

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8 min read
How to Transcribe Audio to Text: A Practical Workflow for Developers

How to Transcribe Audio to Text: A Practical Workflow for Developers

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5 min read
Adaptive Cognitive AI (ACAI): Chapter 1 — Introduction & System Vision

Adaptive Cognitive AI (ACAI): Chapter 1 — Introduction & System Vision

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3 min read
Multi-Armed Bandit Testing: How It Works and When to Use

Multi-Armed Bandit Testing: How It Works and When to Use

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11 min read
An Introduction to Neural Networks

An Introduction to Neural Networks

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1 min read
Why I Built xAgent

Why I Built xAgent

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11 min read
Beyond Scaling Laws: Why "Thinking Longer" Is a Systems Problem, Not a Prompting Trick

Beyond Scaling Laws: Why "Thinking Longer" Is a Systems Problem, Not a Prompting Trick

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3 min read
How we built Engrava: from cognitive-architecture research to a production library

How we built Engrava: from cognitive-architecture research to a production library

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5 min read
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