Coolhand Labs | Updates & Announcements

August 8, 2026 AI Toolsets Open Source

You Built a Great AI Proof of Concept. Here's How You Get Your Boss to Expand It.

A working proof of concept and a funded, trusted production agent are different problems. Here's the three-part case — the cost you're replacing, the actual cost of running it, and evidence it's improving — that gets an agent like an automated bug-fixer taken seriously by the people who fund it.

Top 5 strategies & open-source tools for catching silent agent failures, rated

Silent failures don't crash — they silently frustrate your customers while you are none the wiser. We rank the five best strategies and open-source tools for catching agents that quietly fail, each scored on signal caught per hour of effort.

Open sourcing our AI feedback loop playbook

95% of enterprise AI projects fail. Most never close the loop between what the model produces and what users actually want. We're open sourcing everything we've learned about fixing that.