{"repo":"shyftlabs/continuum","free":true,"listed":false,"github":"https://github.com/shyftlabs/continuum","clone":"git clone https://github.com/shyftlabs/continuum.git","description":"Continuum — the agent runtime by ShyftLabs. Build, orchestrate, ship.","language":"Python","stars":81,"topics":["agent-framework","agentic-ai","ai-agents","ai-orchestration","anthropic","enterprise-ai","human-in-the-loop","kimi-k2","llama","llm"],"license":"Apache-2.0","category":"ai-agents","readme_excerpt":"by ShyftLabs The agent runtime for builders who ship. Build, run, and deploy reliable AI agents at enterprise scale — multi-LLM routing, persistent memory, MCP-native tools, durable workflows, and full observability, out of the box. 📖 Documentation · ⚡ Quick start · ⚙️ Configuration · 🧩 Components · 🧪 Examples · 🤝 Contributing --- Continuum is a production-grade Python framework for building, orchestrating, and shipping autonomous AI agents at enterprise scale. It unifies a clean, typed agent core with cost-aware multi-model inference, stateful long- and short-term memory, open standards-based tool calling, durable execution, and end-to-end observability — all behind one small, composable, type-safe API. ✨ Features - 🤖 Agentic core & orchestration — a strongly-typed agent primitive with full lifecycle hooks, schema-validated structured outputs, and nine composable multi-agent patterns (sequential, parallel, loop, routing, planning, reflection, debate, scatter, supervised). - 🔀 Smart Inference — cost-aware inference routing that classifies every request by complexity and dispatches it to the cheapest capable model, with seamless cross-provider failover and zero lock-in. - 🧠 Stateful memory — persistent semantic long-term recall plus low-latency working memory, with multi-tenant isolation scopes and built-in PII redaction for privacy-by-default agents. - 🔌 Open tool calling — plug into any standards-based tool ecosystem (Model Context Protocol) across multiple transport","default_branch":null,"files":null,"tree":[],"storefront":"/r/shyftlabs","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/shyftlabs/continuum/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}