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Implementing LLM Access Controls and Monitoring: A Practical Guide

Implementing LLM Access Controls and Monitoring: A Practical Guide

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3 min read
How to Run Mage-VL-Cowork Locally: Microsoft's 4B Agent Beats Sonnet 4.5

How to Run Mage-VL-Cowork Locally: Microsoft's 4B Agent Beats Sonnet 4.5

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7 min read
Your LLM Is Not an AI Agent: Build a Real AI Agent Using Python, Tool Calling, and APIs

Your LLM Is Not an AI Agent: Build a Real AI Agent Using Python, Tool Calling, and APIs

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6 min read
O fornecedor de IA jurĂ­dica nĂŁo tem o mesmo interesse que vocĂŞ em revisar o que ela decide

O fornecedor de IA jurĂ­dica nĂŁo tem o mesmo interesse que vocĂŞ em revisar o que ela decide

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5 min read
DeepSeek open-sourced dsh-superagent, the agent it uses

DeepSeek open-sourced dsh-superagent, the agent it uses

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1 min read
Your LLM judge can cost 9.5x the chatbot it grades. Grade 400 replies a day, not all of them.

Your LLM judge can cost 9.5x the chatbot it grades. Grade 400 replies a day, not all of them.

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4 min read
Serving a 1B math model on vLLM: the memory cap sets how many answers fit, not how fast

Serving a 1B math model on vLLM: the memory cap sets how many answers fit, not how fast

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4 min read
How Save-Game Context Compaction Fixes Spec Drift in Multi-Step Coding Agents (-91.9% Input Tokens)

How Save-Game Context Compaction Fixes Spec Drift in Multi-Step Coding Agents (-91.9% Input Tokens)

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6 min read
"Context Rot: Test Your App for It, Then Trim What the Model Reads"

"Context Rot: Test Your App for It, Then Trim What the Model Reads"

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8 min read
Stop Dumping Raw Pytest Logs Into Your Coding Agent: How a Structured JSON Test Filter Cuts Input Tokens by 94.1%

Stop Dumping Raw Pytest Logs Into Your Coding Agent: How a Structured JSON Test Filter Cuts Input Tokens by 94.1%

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6 min read
Why Feeding Full Dependency Files to Your Coding Agent Hurts Accuracy: Full Source vs. Tree-sitter Interface Skeletons

Why Feeding Full Dependency Files to Your Coding Agent Hurts Accuracy: Full Source vs. Tree-sitter Interface Skeletons

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7 min read
LLM Evaluation That Actually Compares: Inside the FreeCAD Fix Benchmark

LLM Evaluation That Actually Compares: Inside the FreeCAD Fix Benchmark

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4 min read
Hugging Face Official Benchmarks: Daily Update 2026-11-02

Hugging Face Official Benchmarks: Daily Update 2026-11-02

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4 min read
GPT-6, Claude 5.5, Gemini 4: The October 2026 Model Rush, Explained

GPT-6, Claude 5.5, Gemini 4: The October 2026 Model Rush, Explained

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4 min read
I Tested Building an Enterprise LLMOps Pipeline on Microsoft Azure. Here’s What Surprised Me.

I Tested Building an Enterprise LLMOps Pipeline on Microsoft Azure. Here’s What Surprised Me.

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7 min read
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