Autonomous multi-agent orchestration operating under strict architectural playbooks.

Architected a Personal Life Operating System powered by autonomous multi-agent orchestration. Operating with Claude Code CLI, custom subagents, and Model Context Protocol (MCP), Evolvia enables AI agents to plan, execute, and verify tasks against strict operating manuals (AGENTS.md, CLAUDE.md) with sandbox safety and token discipline.
Autonomous coding agents frequently suffer from hallucinated dependencies, schema drift, and context-window degradation when executing multi-step complex tasks without strict operational boundaries.
Engineered comprehensive agent operational playbooks and release gates, enabling autonomous task decomposition (GSD mode) with deterministic verification test harnesses and isolated context spaces.
Engineered comprehensive agent operational playbooks and release gates, enabling autonomous task decomposition (GSD mode) with deterministic verification and zero hallucinated schema drifts.





