The Experiment Evolves
The project evolves from an MCP-centred experiment into a persistent, observable, and explicitly supervised runtime for multi-step software-engineering work.
Agent Orchestrator

The most important change in the project is not the addition of another model, tool, or user interface. It is a change in architectural responsibility.
What began as an exploration of how agents and Model Context Protocol tools can cooperate evolves towards a supervised orchestration runtime. The current system no longer treats a model response as the workflow. Instead, it treats model calls as one part of a durable process that has an identity, an explicit plan, dependency-aware tasks, policy-controlled actions, recovery stages, operator handoffs, and observable results.



