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# llm

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Your AI agent is a stack of files. muster 1.0.0 tests all of them.

Your AI agent is a stack of files. muster 1.0.0 tests all of them.

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4 min read
Small Models, Great Tools: The Engineering Behind a Local AI Agent in Production

Small Models, Great Tools: The Engineering Behind a Local AI Agent in Production

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7 min read
Block the Merge if the Model Isn't Ready": Shifting Local AI Evaluations Left with CI Gates

Block the Merge if the Model Isn't Ready": Shifting Local AI Evaluations Left with CI Gates

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1 min read
Fable 5 Banned: What Happens When Your AI Governance Lives Inside the Model

Fable 5 Banned: What Happens When Your AI Governance Lives Inside the Model

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7 min read
From Chatbot to Mailbox: Persistent Agent Memory in Threads

From Chatbot to Mailbox: Persistent Agent Memory in Threads

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5 min read
Stop hand-picking an LLM per request: a practical case for auto-routing

Stop hand-picking an LLM per request: a practical case for auto-routing

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3 min read
One base_url for GPT, Claude, and Gemini: cutting three SDKs down to one

One base_url for GPT, Claude, and Gemini: cutting three SDKs down to one

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3 min read
Build the Reply Loop: Receive, Think, Respond

Build the Reply Loop: Receive, Think, Respond

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5 min read
My Homelab AI Dev Platform: qué problema real señala y dónde están los límites

My Homelab AI Dev Platform: qué problema real señala y dónde están los límites

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9 min read
From Invoice to Owner: A Practitioner's Guide to Request-Level AI Cost Attribution

From Invoice to Owner: A Practitioner's Guide to Request-Level AI Cost Attribution

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8 min read
Stop Blaming the Model. Your Latency Budget Is Probably Broken.

Stop Blaming the Model. Your Latency Budget Is Probably Broken.

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3 min read
Better Models Won't Fix AI Companions

Better Models Won't Fix AI Companions

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10 min read
Claude Is Your Insider Threat Now - Notes from Dan Tentler's Security Fest 2026 Talk

Claude Is Your Insider Threat Now - Notes from Dan Tentler's Security Fest 2026 Talk

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5 min read
How to Evaluate LLM Output Quality Programmatically

How to Evaluate LLM Output Quality Programmatically

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5 min read
The Complete Open-Source LLM Developer Curriculum — Now Free Forever

The Complete Open-Source LLM Developer Curriculum — Now Free Forever

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3 min read
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