{"repo":"redevops-io/context-runtime","free":true,"listed":false,"github":"https://github.com/redevops-io/context-runtime","clone":"git clone https://github.com/redevops-io/context-runtime.git","description":"Context Runtime — a database query planner for LLM context. Decides what a model sees before it answers; plans it, runs it through reused substrate, and learns from the outcome.","language":"Python","stars":12,"topics":["agentic-ai","ai-infrastructure","context-engineering","context-management","context-runtime","llm","llmops","mcp","rag","retrieval"],"license":"AGPL-3.0","category":"ai-agents","readme_excerpt":"Context Runtime 🚀 NVIDIA Inception Program Member — ReDevOps is a member of the NVIDIA Inception Program, supporting startups advancing AI and accelerated computing. Membership provides access to NVIDIA technology, technical resources, and the startup ecosystem. It does not imply product endorsement by NVIDIA. An efficiency optimizer for a fleet of apps — a database query planner for LLM context. The application says \"I need an answer\" ; the runtime decides what the model sees — what to retrieve, compress, route, and verify — emits an inspectable, replayable plan, and learns from the outcome . It does for AI context what query planners did for SQL. See POSITIONING.md for the thesis. It optimizes any app with (a) a decision point about what context/config to use and (b) a measurable outcome. Eleven tenants are built and green (each number is the learned-vs-baseline reward its offline example in examples/ prints): Tenant Context Runtime tunes Result --- --- --- sidekick which skills to recall · budget drop-in for SkillStore ; 67% vs 33% naive baseline acceptance redevops-rag pool · limit · threshold · rerank … per query ContextRuntimeRetrieverTuner ; 0.780 vs 0.428 vs fixed default edge-sentinel (SOC) which sources to pull per alert (CrowdSec · threat-intel · EDR) tool-using + approval-gated; 0.900 vs 0.800 always-full baseline growth-engine which attribution window + source bundle per lead-source query 7.851 vs 5.282 vs fixed window control-tower which Metabase query set per ","default_branch":null,"files":null,"tree":[],"storefront":"/r/redevops-io","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/redevops-io/context-runtime/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."}