Tools
My working toolbox
Only tools I use, test, or recommend—with the job, tradeoffs, fit, and alternatives.
CodingAIAutomationInfrastructureWeb researchTool tutorial

Codex
For development, execution, and shipping complete changes.

ChatGPT
For thinking, research synthesis, and dialogue.

n8n
For visible, recoverable workflow orchestration.

Cloudflare
For edge delivery, DNS, and access control.

Give Information a Confidence Level Before Giving an Agent Internet Access
Agent-Reach connects public channels such as X, Reddit, YouTube, and GitHub; useful research still depends on source retention and evidence grading.

A Practical Checklist for Multi-Model API Integration
Authentication, state, streaming, tools, errors, limits, and model lifecycle need explicit adapters and tests.