AI & Perception
Multi-Agent Engineering Systems, Deterministic State Machines & Sandboxed Tool Execution
Designing multi-agent autonomous engineering operating systems, deterministic state machines, and isolated container execution environments for reliable software development.
Multi-Agent AI Engineering Architecture
Hermes orchestrator state transition logs and live Slack channel execution streams will be supplied in the next phase.
FlawCode (ForgeOS)
Autonomous Multi-Agent AI Software Engineering Operating System
Production-grade multi-agent software engineering operating system designed to automate software lifecycles safely. Supervised by Hermes orchestrator and executed via OpenClaw, it plans, implements, quality-tests, audits, and documents features inside isolated Docker containers while streaming telemetry to Slack.
- Hermes orchestrator supervises development via deterministic state transitions and atomic dependency graphs.
- Code execution, test suites, and shell commands run exclusively inside ephemeral throwaway Docker containers with strict file permission boundaries.
- Integrated with live Slack channels for real-time thought streaming and automated GitHub pull request generation.
- Claude-style tool execution engine enforcing Pydantic JSON schemas with zero hallucinations.