412 deterministic modules so AI agents stop hallucinating commands
LLM picks modules instead of writing code—determinism and reusability without hallucination.
AI-powered engineering workflows — Learn from any source, Act through any tool, Report through any channel
YAML-to-DAG compilation beats prompt-chaining for reproducible agent workflows.
Engineering teams building automated AI workflows
LangGraph · ComfyUI · n8n
LLM picks modules instead of writing code—determinism and reusability without hallucination.
Agent fleets in hardened Docker with per-agent budgets—assumes agents will be compromised.
OpenClaw template library with manual review, but template directories already exist and adoption depends on OpenClaw ecosystem growth.
Self-dogfooding via 24/7 agent tasks on Kelos itself; solid but unproven at scale.
Kubernetes-native AI agent orchestration via YAML; early but self-hosting Kelos development proves the loop.
CI/CD for agent writes with deterministic YAML policies, no LLM at eval time.