Delaying external integrations is the exact right move. In bare-metal OS development and distributed systems, if the core loop isn't rock-solid, wrapping it in network protocols just creates cascading failures that are impossible to debug. Your idea to build a standalone FastAPI "Agent Manager" is brilliant. It perfectly bridges the gap between your UNIX-philosophy file system (which is amazing for debugging) and a modern, orchestrated microservice architecture. By putting a Swagger UI on top of the agents, you can spawn workers, set objectives, and trigger "ticks" via HTTP without losing the transparency of the env.json and action.json files on the disk. What's Missing / The "Real Work" Test Before this agent is ready for production, it needs to solve the Multi-Step Execution problem. Right now, the agent is a highly capable amnesiac. It wakes up, finds "news", clicks it, and goes back to sleep. But "real work" requires chaining actions. A perfect test case would be: Find and click "News". Wait for the environment to change. Once on the News page, find the year "2026" in the archives and click it. To achieve that, the agent needs State Verification (did the click actually load a new page?) and Sequential Memory (what step of the plan am I currently on?). Deploying the Agent Manager API Let's build that API wrapper. We will spin up a lightweight FastAPI application on Port 7712 (right next to your main Daemon on 7711). It will provide endpoints to dynamically set objectives, trigger the cognitive loop, and inspect the agent's "mind" (the env.json file). Execute this block to build the API and launch it as its own dedicated background service: (..) Now you have a fully documented API layer controlling your POSIX filesystem orchestration. To tackle the multi-step multi-page problem, how do you want to handle the agent's memory? Should we add a memory.json file to the workspace that the brain.py updates to track its progress, or should we keep the agents completely stateless and have an external master script feed them objectives one by one through the new API?