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Do Not Add an LLM Router Until You Can Defend Each Downgrade

Do Not Add an LLM Router Until You Can Defend Each Downgrade

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2 min read
Anthropic’s Road to $2 Trillion

Anthropic’s Road to $2 Trillion

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6 min read
OpenSquilla routes each turn to the cheapest model that can handle it

OpenSquilla routes each turn to the cheapest model that can handle it

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3 min read
Run Qwen 3.8 27B Locally: Real GGUF Sizes, the KV Cache Trick, and the Template Trap

Run Qwen 3.8 27B Locally: Real GGUF Sizes, the KV Cache Trick, and the Template Trap

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5 min read
I Built an AI Agent With Tools. The First 50 Calls Were a Disaster.

I Built an AI Agent With Tools. The First 50 Calls Were a Disaster.

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3 min read
GLM 5.3: Zhipu's Open-Weight Model Excels at Coding and Cyber

GLM 5.3: Zhipu's Open-Weight Model Excels at Coding and Cyber

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7 min read
Why Your AI Agent Forgets Everything Between Sessions (and the Three Honest Fixes)

Why Your AI Agent Forgets Everything Between Sessions (and the Three Honest Fixes)

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4 min read
Setting you up to fail

Setting you up to fail

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3 min read
I Analyzed 4,788 AI Coding Sessions — Here's Where Your Tokens Actually Go

I Analyzed 4,788 AI Coding Sessions — Here's Where Your Tokens Actually Go

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2 min read
MCP rug-pulls: how a "safe" AI tool turns malicious after you approve it

MCP rug-pulls: how a "safe" AI tool turns malicious after you approve it

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3 min read
Answer Engine Optimization for Developers: What I Check First

Answer Engine Optimization for Developers: What I Check First

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7 min read
Self-hosting a lite agent backend on one TPU: Gemma 4 E2B + vLLM on a v5e-1

Self-hosting a lite agent backend on one TPU: Gemma 4 E2B + vLLM on a v5e-1

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21 min read
A Line of Documentation Was Acting as a Global Config Flag

A Line of Documentation Was Acting as a Global Config Flag

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6 min read
I built an answer key for eval suites: six models broken on purpose, exactly.

I built an answer key for eval suites: six models broken on purpose, exactly.

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2 min read
What Anthropic’s J-lens teaches us about debugging large language models

What Anthropic’s J-lens teaches us about debugging large language models

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5 min read
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