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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 Trillion Problem: How We're Building AI Agents for the Industry That Hates Software

The $1 Trillion Problem: How We're Building AI Agents for the Industry That Hates Software

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3 min read
Promptfoo is a CI gate, not an eval framework. Treating it like one cost us $4,200

Promptfoo is a CI gate, not an eval framework. Treating it like one cost us $4,200

Comments 1
4 min read
DARKNET-53

DARKNET-53

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2 min read
Beyond the "Brute Force Beauty": A Modular, Brain-Inspired LLM Architecture (Thoughts on grand models: Part 2)

Beyond the "Brute Force Beauty": A Modular, Brain-Inspired LLM Architecture (Thoughts on grand models: Part 2)

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4 min read
Serving a Fleet of SLMs on One RTX 5080: Multi-Model on a Single Consumer GPU

Serving a Fleet of SLMs on One RTX 5080: Multi-Model on a Single Consumer GPU

Comments 1
4 min read
Token-level eval harness for tool-calling agents: what we wired up

Token-level eval harness for tool-calling agents: what we wired up

Comments 1
4 min read
We Like to Benchmark AI, But What If We've Been Using a Ruler to Measure Weight This Whole Time?

We Like to Benchmark AI, But What If We've Been Using a Ruler to Measure Weight This Whole Time?

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5 min read
Embeddings Explained: How AI Turns Words Into Numbers That Actually Mean Something

Embeddings Explained: How AI Turns Words Into Numbers That Actually Mean Something

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9 min read
Per-customer budget caps on our caption pipeline: 3 weeks with virtual keys

Per-customer budget caps on our caption pipeline: 3 weeks with virtual keys

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4 min read
Your Next Training Run Might Be Started by an Agent

Your Next Training Run Might Be Started by an Agent

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3 min read
I Fine-Tuned a Compliance Judge and Beat the Stock Model by +29.6pp F1

I Fine-Tuned a Compliance Judge and Beat the Stock Model by +29.6pp F1

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6 min read
Autoencoders and Representation Learning in Vision

Autoencoders and Representation Learning in Vision

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7 min read
AI Memory Is Not Storage. It Is Judgment Infrastructure.

AI Memory Is Not Storage. It Is Judgment Infrastructure.

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4 min read
The Machine Learning Engineering Series

The Machine Learning Engineering Series

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5 min read
Understanding Reinforcement Learning with Human Feedback Part 6: How the Reward Model Trains the Original Model

Understanding Reinforcement Learning with Human Feedback Part 6: How the Reward Model Trains the Original Model

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2 min read
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