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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 week the agent capability inflection arrived. And what to do about the 86% that still fail.

The week the agent capability inflection arrived. And what to do about the 86% that still fail.

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6 min read
How I Built an AI System That Actually Thinks in Pipelines (Not Just Prompts)

How I Built an AI System That Actually Thinks in Pipelines (Not Just Prompts)

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1 min read
Why Identity-Framing Jailbreaks Bypass Your LLM Safety Filters

Why Identity-Framing Jailbreaks Bypass Your LLM Safety Filters

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5 min read
Context Time Machine: Forensic Investigation of What Your Agent Actually Saw

Context Time Machine: Forensic Investigation of What Your Agent Actually Saw

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8 min read
The Math Behind Local LLMs: How to Calculate Exact VRAM Requirements Before You Crash Your GPU

The Math Behind Local LLMs: How to Calculate Exact VRAM Requirements Before You Crash Your GPU

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3 min read
Memory Freshness Is Going Mainstream. Authority Freshness Is the Next Layer. *Self-Correcting Systems — convergence signal, June 2026*

Memory Freshness Is Going Mainstream. Authority Freshness Is the Next Layer. *Self-Correcting Systems — convergence signal, June 2026*

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4 min read
The Limits of AI Models: What LLMs Still Can't Do (And Why)

The Limits of AI Models: What LLMs Still Can't Do (And Why)

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6 min read
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
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