Inspiration
Developers spend more time managing tools, pipelines, and deployments than actually building. We wanted to change that — not with a copilot, but with a fully autonomous agent that thinks, builds, and ships on its own.
What it does
Shipify is a self-improving autonomous development agent. It scaffolds projects, writes code, runs pipelines, and deploys to production — all without human intervention. Powered by Kimi K2.5 via TrueFoundry, it orchestrates:
- Kiro CLI for project scaffolding
- Ghost CLI for deployment
- Airbyte for data pipelines
- Macroscope for codebase intelligence
How we built it
Built on OpenClaw with LangGraph powering the agent's decision graph and state management. TrueFoundry acts as the model gateway routing to Kimi K2.5, MiniMax M2.5, and Devstral as fallbacks. Each tool (Kiro, Ghost, Airbyte, Macroscope) is exposed as a node in the LangGraph workflow. Redis-backed memory enables cross-session learning and self-improvement. Slack is the primary human interface.
Challenges we ran into
- Reliable tool-chaining across Kiro → TrueFoundry → Ghost in sequence
- Managing LangGraph state across long multi-step autonomous runs
- Keeping self-improvement loops scoped without goal drift
- Preventing over-triggering of deployments without proper guardrails
Accomplishments that we're proud of
- ✅ Fully autonomous ship-to-deploy cycle with zero manual steps
- ✅ LangGraph orchestration handling complex multi-tool workflows
- ✅ Self-improving Redis memory that gets smarter across sessions
- ✅ Multi-model fallback ensuring near-100% uptime
What we learned
Autonomous agents need guardrails as much as capabilities. LangGraph taught us that structured state machines are essential for reliable agent behavior. The hardest part isn't giving an agent tools — it's defining when not to use them.
What's next for Shipify
- 🔜 PR review and merge automation
- 🔜 Full sub-agent team (AI Engineer, DevOps, Security) orchestrated by Shipify
- 🔜 Multi-repo org-wide awareness
- 🔜 LangGraph multi-agent collaboration framework
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