OpenClaw Agentic Automation System
An internal agentic system built to automate development workflows — from code review assistance to documentation generation and cross-repo task orchestration. Now the foundation for client agent deployments.
The Problem
Repetitive development lifecycle tasks — PR reviews, documentation updates, context switching across repos — were consuming disproportionate engineering time. We needed an autonomous system that could handle these reliably.
Our Approach
We designed a modular agent architecture with clear tool boundaries, a prompt/version management system, and observability baked in from the start. Built iteratively with real production feedback.
Architecture Snapshot
- 01Modular agent runtime with pluggable tool definitions
- 02Prompt versioning and evaluation pipeline
- 03Multi-LLM routing (OpenAI + Anthropic with fallback logic)
- 04Safety layer: role constraints, input sanitisation, output moderation
- 05Structured logging and trace replay for debugging
- 06CLI interface for human-in-the-loop control
Measured Impact
Next Iteration Roadmap
Multi-agent coordination layer and external client deployment packaging.
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