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Anthropic cuts API costs with Opus 5 as rivals unite to defend open weights

Anthropic cuts API costs with Opus 5 as rivals unite to defend open weights

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7 min read
I benchmarked Claude Code skills against a placebo — and half of mine failed

I benchmarked Claude Code skills against a placebo — and half of mine failed

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4 min read
An append-only audit log caught two accounting bugs in a 216-star usage tracker

An append-only audit log caught two accounting bugs in a 216-star usage tracker

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6 min read
Building Reliable LLM Applications in Python

Building Reliable LLM Applications in Python

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5 min read
Before you run the AI debate 200 times, measure the die — temperature diversity vs. vendor diversity

Before you run the AI debate 200 times, measure the die — temperature diversity vs. vendor diversity

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5 min read
The Ruler Made of Itself

The Ruler Made of Itself

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9 min read
I built a small library so my LLM agent stops double-charging people

I built a small library so my LLM agent stops double-charging people

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7 min read
The 'You Decide' Reflex: Blocking AI-Agent Decision Punting with a Stop Hook

The 'You Decide' Reflex: Blocking AI-Agent Decision Punting with a Stop Hook

Comments 38
8 min read
I spent two weeks optimizing 96GB of VRAM for local LLMs. Paid APIs still won.

I spent two weeks optimizing 96GB of VRAM for local LLMs. Paid APIs still won.

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2 min read
How I reduced AI coding context by 95%

How I reduced AI coding context by 95%

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3 min read
Catch LLM multi-hop hallucinations with zero extra tokens

Catch LLM multi-hop hallucinations with zero extra tokens

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5 min read
Put the LLM last: I replaced a 7B model with a tiny Go classifier

Put the LLM last: I replaced a 7B model with a tiny Go classifier

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7 min read
You Recorded the Incident. Now Prove Your Fix Actually Works.

You Recorded the Incident. Now Prove Your Fix Actually Works.

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6 min read
Stop Wasting Tokens: How to structure Claude.md for complex codebases.

Stop Wasting Tokens: How to structure Claude.md for complex codebases.

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10 min read
Orchestrating AI: LangChain Framework Abstraction vs. Pure Native Code

Orchestrating AI: LangChain Framework Abstraction vs. Pure Native Code

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5 min read
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