Setup guides.

Cursor 3 shipped a parallel agent workspace on April 2, 2026. Here's how to configure the Agents Window, run multi-repo agents, and decide when NOT to use it.

Claude Code has four permission modes — default, acceptEdits, plan, and auto. This guide explains what each does, how the auto mode classifier works, and how to pick...

Install Ollama, run Llama 3.1 8B, and have a private offline model running on your laptop in under ten minutes. One path, one recommendation, no decision matrix.

Practical beginner's guide to jq: install it in one command, understand the filter model, and learn the 10 patterns that handle most real JSON processing tasks.

Turn a local Llama 3.3 8B Q4_K_M model into an OpenAI-compatible API using Ollama, LM Studio, or llama.cpp's llama-server — same model, three runtimes, clear...

Your Claude Code sessions waste 70% of context before you write code. Context Mode cuts token usage by 25-99% and extends sessions to 3+ hours. Here's how.

Claude Skills extend what Claude knows and can do. What they are, how to build custom Skills, and how to use them across Claude.ai, Claude Code, and the API.

Claude and GPT-4 dominate reasoning benchmarks. Qwen and Llama slash inference costs. A practical framework for choosing the right model tier for your workload.

Autonomous agents expose codebase maturity gaps. Here is a concrete readiness checklist and the engineering changes required to run agents safely at scale.

How to reduce agent pipeline costs by 40-60%. Token budgets, batch processing, early exit patterns, and model selection strategies.

Agents and automation aren't the same thing. Here's the technical distinction, why it matters, and when each makes sense for your stack.

AI-powered pentesters like Shannon find real exploits autonomously — not theoretical risk ratings. Here's what changed, what the benchmarks mean, and who should use it.

Most developers use Claude Code like a smart autocomplete. Here are the five features that unlock the real power — and when to actually use each one.

Step-by-step guide to integrating GitHub with Claude Desktop using Docker. Includes setup, testing, and troubleshooting based on real production use.

Complete guide to Model Context Protocol. How MCP works, why it matters, security concerns, real-world examples from Cybernauten, and when to use it.