👋 Welcome to Continuum — now open source

[bhavik-shyftlabs]

Hi everyone, and welcome! 👋

We're thrilled to open-source Continuum — the agent runtime we built at ShyftLabs for building, running, and shipping reliable AI agents at enterprise scale.

Continuum gives you a clean, typed agent core with cost-aware multi-model inference (Smart Inference), stateful long- and short-term memory, open standards-based tool calling (MCP), durable workflows, and end-to-end observability — all behind a small, composable API.

Why we're sharing it — we believe the best agent infrastructure gets built in the open. We've run Continuum in production, and we'd love for you to build with it, poke holes in it, and help shape where it goes next.

🚀 Get started

• 📖 Docs: https://docs.continuum.shyftlabs.io/
• ⚡ Quick start: clone the repo, pip install -e ., and run your first agent (see the README)
• 🧩 Demos: explore playground/

🤝 Get involved

• 💬 Ask anything right here in Discussions
• 🐛 File bugs & ideas via the issue templates
• 🛠️ Grab a good first issue or help wanted — there's plenty open right now across testing, benchmarking, and packaging
• 🔒 Security reports go through SECURITY.md (private) — never a public issue

This is day one for Continuum in the open, and your feedback, issues, and PRs will genuinely steer the roadmap. Thank you for being here. 🙏

— Bhavik Ardeshna, on behalf of the Continuum team at ShyftLabs