{"type":"post","stable_id":"post:orchard-agentic-modeling-substrate","slug":"orchard-agentic-modeling-substrate","title":"Orchard Makes The Environment Layer Reusable Across Training, Evaluation, And Runtime","description":"Orchard Env exposes Kubernetes-native sandbox lifecycle primitives that can be reused across task domains, harnesses, data generation, training recipes, evaluation, and inference-time reranking.","retrieval_nugget":"The framework's strategic contribution is an environment service that reduces drift between training harnesses and deployed agent runtimes. Orchard then layers SWE, GUI, and personal-assistant recipes on the same substrate.","published_at":"2026-07-30","updated_at":"2026-08-06","record_date":"2026-07-30","date_kind":"published_at","topics":["agent-training","kubernetes","sandboxes","evals","agent-runtime"],"entities":["Microsoft Research","Orchard Env","Orchard-SWE"],"source_urls":["https://arxiv.org/abs/2605.15040"],"source_format":"paper","editorial_timing":{"lane":"regular_hourly","scheduled_at":"2026-08-07T11:00:00+03:00","real_news_delta":"owner-approved primary-source mechanism or merged analysis"},"visual_decision":{"status":"included","reason":"the central mechanism is a flow, loop, architecture, decision, or state transition that benefits from a diagram","reviewed_by":"codex"},"schema_version":"newruntime-agent-readable-v0.2","status":"published","visuals":[{"role":"hero","src":"/images/drip/orchard-agentic-modeling-substrate/orchard-agentic-modeling-substrate.webp","alt":"A whiteboard hub-and-spoke architecture showing Orchard Env connecting reusable sandboxes to rollouts, training, evaluation, and several agent task domains.","caption":"New Runtime synthesis from Orchard: An Open-Source Agentic Modeling Framework."}],"routes":{"html":"https://newruntime.com/posts/orchard-agentic-modeling-substrate/","markdown":"https://newruntime.com/posts/orchard-agentic-modeling-substrate.md","json":"https://newruntime.com/posts/orchard-agentic-modeling-substrate.json"}}