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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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Why Your Backtest Is Lying to You — 3 Tests That Catch Lookahead Bias, Overfitting, and Fantasy Fills

Why Your Backtest Is Lying to You — 3 Tests That Catch Lookahead Bias, Overfitting, and Fantasy Fills

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3 min read
The $12 Billion Blindspot: Architecting Sub-12ms Cryptographic Verification to Prevent AI Hallucinations

The $12 Billion Blindspot: Architecting Sub-12ms Cryptographic Verification to Prevent AI Hallucinations

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4 min read
I Benchmarked 6 Prompting Strategies on Two Models. The Winner Changes Depending on Which Model You Ask.

I Benchmarked 6 Prompting Strategies on Two Models. The Winner Changes Depending on Which Model You Ask.

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4 min read
LLM Inference Latency: Why Your 7B Model Gets 15 tok/s on a T4 but 3,500 tok/s on an H100

LLM Inference Latency: Why Your 7B Model Gets 15 tok/s on a T4 but 3,500 tok/s on an H100

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5 min read
96.2% vs 6.9% — I Watched 5 Frontier LLMs Fail at Sudoku While an Energy-Based Model Solved It in 0.24s

96.2% vs 6.9% — I Watched 5 Frontier LLMs Fail at Sudoku While an Energy-Based Model Solved It in 0.24s

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10 min read
A11: A Structured Way to Not Lie to Yourself During Reasoning

A11: A Structured Way to Not Lie to Yourself During Reasoning

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3 min read
Why only 60% of AI Agents succeed

Why only 60% of AI Agents succeed

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2 min read
Your Hugging Face download isn't stuck — you're being rate-limited

Your Hugging Face download isn't stuck — you're being rate-limited

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5 min read
🚀 Top Data Analytics Project Ideas for Beginners and Professionals

🚀 Top Data Analytics Project Ideas for Beginners and Professionals

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3 min read
Five things that caught my attention this week in AI tools and open-source models

Five things that caught my attention this week in AI tools and open-source models

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4 min read
Porting Gemma-4 (2B / 4B / 12B) to AWS Inferentia2

Porting Gemma-4 (2B / 4B / 12B) to AWS Inferentia2

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16 min read
AutoLab Benchmarks Frontier Agents on Long-Horizon R&D Tasks: Iterative Experiment-Loop Evaluation

AutoLab Benchmarks Frontier Agents on Long-Horizon R&D Tasks: Iterative Experiment-Loop Evaluation

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6 min read
A Field Guide to Multi-Agent Failure Modes

A Field Guide to Multi-Agent Failure Modes

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3 min read
How I Built a Domain - Specific LLM for Public Transit - From Data Collection to Deployment

How I Built a Domain - Specific LLM for Public Transit - From Data Collection to Deployment

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5 min read
The File Format Renaissance: Parquet, Lance, Vortex, Nimble, BtrBlocks, and the New Physics of Columnar Storage

The File Format Renaissance: Parquet, Lance, Vortex, Nimble, BtrBlocks, and the New Physics of Columnar Storage

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21 min read
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