Category: Guides
Managing Context Windows in Large Codebases
A practical guide to feeding big codebases to an AI model without drowning it in tokens, using retrieval, summarization, compaction, and sub-agents.
Proxmox cloudflared Configuration for the Home Lab
A practical guide to running Cloudflare Tunnel (cloudflared) on Proxmox so you can reach home lab services securely without opening inbound firewall…
Setup a Cloudflare Zero Trust Tunnel for Self-Hosted Home Labs
Expose your home lab services to the internet securely, without opening ports or exposing your home IP, using Cloudflare Tunnel and Zero…
Streaming Responses for Better AI App UX
Streaming turns a slow, silent wait into a fast, responsive experience. Here is why it matters and how to implement it cleanly…
Using AI Coding Agents Safely in Production Codebases
A practical playbook for letting autonomous coding agents modify real code: sandboxing, review gates, permission scoping, and the guardrails that keep automation…
Defending Against Prompt Injection in AI Applications
Prompt injection is the top security risk for tool-using AI systems. Here is how attacks work, why they are so dangerous in…
Hardening AI-Generated Code Before It Ships
AI can write code faster than most humans can review it. This guide gives you a practical checklist for auditing, testing, and…
Wiring OpenAI Codex into Claude Code in Git Bash for Cross-Model Code Review
Set up the OpenAI Codex CLI and Claude Code side by side in Windows Git Bash, then build a two-model review workflow…
Multi-Agent Workflows: Orchestrating Specialized AI Agents
Learn when splitting work across cooperating agents actually pays off, how to coordinate them reliably, and which failure modes will bite you…
Building an Eval Harness for Your AI Features
"It looks good" is not a test. Learn how to build a lightweight evaluation loop that catches prompt regressions, model drift, and…
Structured Outputs and Tool Use: Making LLMs Reliable
Learn how to force valid JSON and well-typed tool calls from Claude so AI output plugs directly into your code, eliminating the…
Cutting LLM Costs with Prompt Caching and Smart Context Management
Prompt caching can dramatically reduce your token spend, but only if your prompts are structured correctly. Here is how prefix-matching works, what…