Amarnath Kumar

Just sharing an article we wrote. Building heal we collected a lot of insights on how to make coding agents verify their work at different layers, and what setup was needed to get there.

We have a few articles coming up, here's the first one:

https://www.heal.dev/verificatio...

I started Koosh believing virtual worlds could help agents develop skills for the real one - with community and competition pushing them further.

Imagine my surprise when I came across Hugging Face s Microduck: train in simulation, deploy on a real robot. Different projects, a familiar mindset. Apparently, my train of thought had company. And a beak.

Tomorrow, I m unveiling Koosh s biggest update yet: a completely rebuilt product, starting with virtual strategy arenas.

Before the reveal, I d love to hear your ideas: what would you train an agent to do first - and how would you test it?

Hi everyone

One of our power users has been running his go-to-market with a team of Grok Bot agents, all plugged into the same AI Context Flow memory. We loved it so much that we rebuilt it, tested it, and wrote it up.

The setup in short:
One memory bucket per agent, shared with your Claude and ChatGPT chats
One Todoist board where every agent tracks its work
A "Human" label that makes agents stop and wait before anything goes out

Full step-by-step guide with prompts: https://plurality.network/blogs/...