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Your Free LLM Can Call Tools. Prove It With This Harness.

Your Free LLM Can Call Tools. Prove It With This Harness.

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4 min read
The Context Budget: A 90-Minute Workshop for AI Code Review

The Context Budget: A 90-Minute Workshop for AI Code Review

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5 min read
Count the cognitive tasks

Count the cognitive tasks

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5 min read
New Batch Models From DeepSeek, Google, and OpenAI: LLM Pricing Digest

New Batch Models From DeepSeek, Google, and OpenAI: LLM Pricing Digest

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3 min read
Model Routing, Not GPUs, Is the Real AI Infrastructure Lever

Model Routing, Not GPUs, Is the Real AI Infrastructure Lever

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5 min read
We started writing docs for AI agents, not humans — and made it an open standard

We started writing docs for AI agents, not humans — and made it an open standard

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2 min read
Your LLM Keeps Making the Same Extraction Mistake. Here's How to Make It Learn.

Your LLM Keeps Making the Same Extraction Mistake. Here's How to Make It Learn.

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5 min read
I fine-tuned Qwen3-14B for my AI companion app for $1.30. The hard part wasn't the model

I fine-tuned Qwen3-14B for my AI companion app for $1.30. The hard part wasn't the model

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3 min read
Do More Rules Make a Coding Agent Better? An Experiment on a Real Industrial RAG Frontend

Do More Rules Make a Coding Agent Better? An Experiment on a Real Industrial RAG Frontend

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5 min read
Your AI Agent Does Not Need RAG. It Needs a Readable Knowledge Base.

Your AI Agent Does Not Need RAG. It Needs a Readable Knowledge Base.

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5 min read
Persona-Execution Separation: Why Governed AI Agents Need Two Trust Domains

Persona-Execution Separation: Why Governed AI Agents Need Two Trust Domains

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5 min read
Verdict: Evidence-First Agent Harness for Reproducible Bug Fixes

Verdict: Evidence-First Agent Harness for Reproducible Bug Fixes

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5 min read
Commit the Conversation: Keep Partial Voice Turns Out of Your AI Companion’s Context

Commit the Conversation: Keep Partial Voice Turns Out of Your AI Companion’s Context

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9 min read
The verdict that survived its own correction

The verdict that survived its own correction

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7 min read
Teaching an LLM to pull MCP Resources and Prompts on demand (instead of drowning it in context)

Teaching an LLM to pull MCP Resources and Prompts on demand (instead of drowning it in context)

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7 min read
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