Nikola Balić — Tools for agents. Notes for humans.

Jun 07, 2025
The Day the Skeptic Blinked
Journey from AI skeptic to convert--proving that the future belongs to experts who learned to work with machines.

Jun 07, 2025
The Agent is The Loop
How the llm-loop-plugin transforms AI from a responsive tool into an autonomous agent that iterates until done.

Jun 7, 2025 Thought

Hear me out: “Adversarial Pair Coding with AI Agents” — feels nice, keeps me in the flow and — velocity is immense!

+----------------------------+
|        Coder Agent        |
| - Generates Code          |
| - Learns patterns         |
| - Optimizes logic         |
+----------------------------+
             |
+----------------------------+
|   Shared Understanding     |
| - Language rules           |
| - Functional goals         |
| - Iterative improvement    |
+----------------------------+
             |
+----------------------------+
|     Adversary Agent       |
| - Finds bugs              |
| - Suggests attacks        |
| - Tests edge cases        |
+----------------------------+

Jun 6, 2025 Idea

product

AI Agents Dashboard

A web UI for deploying and managing AI agents in containers

Simplify AI operations with AI Agents Dashboard—a single web interface that combines container-use, Coder AgentAPI, and Claude. Launch a primary agent instance from the dashboard, which then spins up additional isolated agent environments in containers. Monitor resource usage, health, and logs in real time, and start, stop, or scale any agent without using the command line.

“Orchestrate AI at scale, one container at a time.”

Target market: DevOps teams, AI researchers, and software engineers who need an easy way to deploy, observe, and control multiple Claude agents within containerized workflows.