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️🎞️ What is native multimodality?

️🎞️ What is native multimodality?

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1 min read
How Open-Source LLMs Differ: Comparing 130+ Model Architectures

How Open-Source LLMs Differ: Comparing 130+ Model Architectures

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7 min read
I Tested Three Claude Reasoning Effort Policies on 20 of My Own Bug Fixes

I Tested Three Claude Reasoning Effort Policies on 20 of My Own Bug Fixes

Comments 1
6 min read
What an LLM API call really costs: the formula and four levers that move the bill

What an LLM API call really costs: the formula and four levers that move the bill

Comments 1
2 min read
My LLM judge failed "Paris." as the capital of France. The rubric was grading the wrong thing.

My LLM judge failed "Paris." as the capital of France. The rubric was grading the wrong thing.

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6 min read
A 120B Model Ran About 4x Faster Than a 27B One: 8 Local LLMs on a Surface Laptop Ultra

A 120B Model Ran About 4x Faster Than a 27B One: 8 Local LLMs on a Surface Laptop Ultra

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13 min read
Prompting techniques and their token cost: system prompts, few-shot, chain-of-thought and injection

Prompting techniques and their token cost: system prompts, few-shot, chain-of-thought and injection

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2 min read
Counting tokens exactly, and why the same sentence costs more in Hindi

Counting tokens exactly, and why the same sentence costs more in Hindi

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2 min read
How AIClaw 3.11.1 Routes Audio Without Assuming Every Model Can Hear

How AIClaw 3.11.1 Routes Audio Without Assuming Every Model Can Hear

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3 min read
I gave AI agents an empty API response. They made up support tickets.

I gave AI agents an empty API response. They made up support tickets.

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4 min read
My AI Team on a Token Budget: Grok Bot, Claude Code, and Codex

My AI Team on a Token Budget: Grok Bot, Claude Code, and Codex

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1 min read
Your MCP Scanner Passed. Would Your Agent Still Follow a Poisoned Tool? A Canary Method for Testing AI Agents

Your MCP Scanner Passed. Would Your Agent Still Follow a Poisoned Tool? A Canary Method for Testing AI Agents

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7 min read
Two Official Pages Disagree on When Claude Haiku 4.5 Retires

Two Official Pages Disagree on When Claude Haiku 4.5 Retires

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4 min read
The AI Model Is a Commodity: Why Your Moat Is the Harness

The AI Model Is a Commodity: Why Your Moat Is the Harness

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5 min read
LLM Provider Returns 529/503 Overloaded: LiteLLM vs OpenRouter vs a Hand-Rolled Fallback

LLM Provider Returns 529/503 Overloaded: LiteLLM vs OpenRouter vs a Hand-Rolled Fallback

Comments 3
6 min read
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