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Guides

LLMs for Log Analysis Without Sending Them Your Logs

You cannot fit a day of logs in a context window and should not try. Template mining, diffing and sampling first — then a model on the reduced set where it earns its keep.

· 9 min read
Guides

Local Models vs API: Running the Numbers

Local inference is free at the margin and expensive everywhere else. Work through the memory arithmetic, the real break-even, and where each option genuinely wins.

· 9 min read
AI Agents

Long-Running Agents: Durability, Compaction and Restarts

· 9 min read
AI Agents

MCP Explained: One Protocol Instead of N×M Integrations

· 8 min read
Cost & Pricing

Measuring AI ROI for Developers Without Fooling Yourself

· 8 min read
Guides

Migrating Off the OpenAI API Without Breaking Production

· 9 min read
Models

MiniMax M3 vs DeepSeek V4 Pro: Same Score, Different Models

· 9 min read
Models

MiniMax M3: Multimodal Agent Work From a 428B Open Model

· 9 min read
Fundamentals

Mixture of Experts: Why Trillion-Parameter Models Are Fast

· 8 min read
Fundamentals

Model Distillation Explained

· 8 min read
Models

Model Routing: Send Cheap Work to Cheap Models

· 8 min read
AI Agents

Multi-Agent Systems: When They Help and When They Hurt

· 9 min read
Fundamentals

Multimodal Models Explained: How Images Become Tokens

· 8 min read
Guides

One API Key Across Every Coding Tool You Use

· 8 min read

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