Autonomous agentic lifecycle management — from strategic goals to merged PRs and processed invoices, hands-off. Set a goal, RAPID writes the specs, Ralph codes and ships, Polyforge and Office-forge coordinate across repos and projects, issues sync, progress traces back to the goal.
No existing system connects a committed goal artifact through automated spec generation, autonomous implementation across dev and office domains, cross-repo issue aggregation, and progress rollback — end to end.
- Agentic Software Development, Autonomous Coding
- Multi-Repo Orchestration, Cross-Repo Issue Sync
- AI Agent Evaluation, MAS Benchmarking
- Goal-Driven Lifecycle Management, OKR Traceability
- GitHub Actions, CI/CD Automation
- Claude Code Plugins, MCP Integrations
- Inductive Priors, Automatic Differentiation
- Data Centric vs Model Centric
- QML, Barren Plateaus
- Agentx Agentbeats Writeup
- AI Agents-eval Comprehensive Analysis
- AI Agents-eval Enhancement Recommendations
- AI Agents-eval Papers Meta Review
- Kaggle Playgrounds
- Kaggle Competitions
- Codewars Python
- AdventOfcode