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Daniel Sam Pete Thiyagu

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The 128-Vector Trick: Why Perplexity Stopped Squeezing Documents Into One Vector

The 128-Vector Trick: Why Perplexity Stopped Squeezing Documents Into One Vector

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6 min read
5.7x, 512 GPUs, One Endpoint Across the Pacific: AI's Report Card Just Grew Up

5.7x, 512 GPUs, One Endpoint Across the Pacific: AI's Report Card Just Grew Up

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7 min read
Thinking Twice Can Make You Dumber: The Test-Time Compute Playbook Behind September's Smartest Models

Thinking Twice Can Make You Dumber: The Test-Time Compute Playbook Behind September's Smartest Models

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6 min read
Only 3% of the Brain Wakes Up: The Mixture-of-Experts Playbook Behind September's Biggest Models

Only 3% of the Brain Wakes Up: The Mixture-of-Experts Playbook Behind September's Biggest Models

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6 min read
Your LLM Types One Token at a Time. It Doesn't Have To.

Your LLM Types One Token at a Time. It Doesn't Have To.

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5 min read
The Paper That Answers Back: Stanford Turned 100 Research Papers into Agents

The Paper That Answers Back: Stanford Turned 100 Research Papers into Agents

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5 min read
The Model That Doesn't Talk

The Model That Doesn't Talk

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5 min read
The Model Wasn't Stupid. It Was Blind: How a Four-Sentence Prompt Took Claude to a Perfect 100 on ARC-AGI-3

The Model Wasn't Stupid. It Was Blind: How a Four-Sentence Prompt Took Claude to a Perfect 100 on ARC-AGI-3

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6 min read
The Tuesday Intelligence Went on Sale

The Tuesday Intelligence Went on Sale

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6 min read
One Update, One Quarter-Turn: The Attention Layer That Learned to Rotate

One Update, One Quarter-Turn: The Attention Layer That Learned to Rotate

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5 min read
501B Stored, 23B Awake: Reflection's Beam and the Efficiency Turn in the Open-Weight Race

501B Stored, 23B Awake: Reflection's Beam and the Efficiency Turn in the Open-Weight Race

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5 min read
1,107 Tokens Per Second: The LLM That Doesn't Type

1,107 Tokens Per Second: The LLM That Doesn't Type

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5 min read
The Two-Phase Machine: Your LLM Request Is Two Jobs in a Trench Coat

The Two-Phase Machine: Your LLM Request Is Two Jobs in a Trench Coat

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6 min read
The H-1B Money Playbook: Your Visa Writes the Rules — Win Anyway

The H-1B Money Playbook: Your Visa Writes the Rules — Win Anyway

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5 min read
78 Billion Parameters, 3.5 Awake: Germany's Sovereign AI Just Shipped

78 Billion Parameters, 3.5 Awake: Germany's Sovereign AI Just Shipped

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6 min read
One Model, Three Jobs, Zero Retraining: The Spreadsheet Just Got Its Foundation Model

One Model, Three Jobs, Zero Retraining: The Spreadsheet Just Got Its Foundation Model

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5 min read
The Same Model, Three Agents: Why the Harness — Not the Model — Decides What Your AI Can Do

The Same Model, Three Agents: Why the Harness — Not the Model — Decides What Your AI Can Do

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6 min read
The 10-Millisecond Trick: How Recommenders Search Millions of Items Before You Blink

The 10-Millisecond Trick: How Recommenders Search Millions of Items Before You Blink

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5 min read
The 16x Context Trick: How Latent Context Models Finally Made Compression Work

The 16x Context Trick: How Latent Context Models Finally Made Compression Work

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4 min read
95% Harmful, Zero Red Flags: The Agent Handoff Problem Nobody Tests

95% Harmful, Zero Red Flags: The Agent Handoff Problem Nobody Tests

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6 min read
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