用 Telegram + Kanban 搭建 4 人 AI 软件团队

I just built a 4-agent software team.

Everything runs from Telegram and is managed on a Kanban board.

• A project manager who plans the work - A backend developer - A frontend developer - And a tester

The PM reads a goal, breaks it into linked tasks, and assigns each to the right agent.

The thing that makes them a team instead of four strangers is a shared kanban board. Every task is a row, and when an agent finishes, it writes a summary of what it built and what the next agent needs to know.

The next agent reads that summary before it starts. So the frontend developer never has to guess the API shape, and the tester knows exactly what to verify.

The hardest part I faced when setting this up was building an agent that could actually act like a backend engineer.

A backend engineer has to stand up a database, wire auth, manage storage, deploy functions, and keep all of it consistent while the rest of the team builds on top.

An agent doing this from scratch failed almost every time in my run.

It burned its context window, remembering which tables existed and which endpoint it created. Due to this, the work context exhausted quickly.

I solved this by adding InsForge as the backend context engineering layer. It is an open-source, agent-native backend, and I added it to our backend developer agent as a skill.

With InsForge installed, the agent stopped improvising infrastructure and followed a reliable path to create the project, define the database, set up auth, and deploy functions.

To test the whole team, I had them build a working Google Docs clone, AI features included.

The backend agent spun up the full service on its own, like database tables, user auth, document handling, and edge functions running real TypeScript, all in one dashboard.

The frontend agent read that summary and built the UI on top of it, and the tester closed the loop.

InsForge GitHub: https://github.com/InsForge/InsForge

(don't forget to star 🌟)

To dive deeper into the full setup guide, Akshay wrote an article on Hermes Kanban, which acts as a mission control for Agents.

Read it below.