Produces a complete, hackathon-ready technical plan (and repo scaffold checklist) for building EVGridEnv (OpenEnv RL environment) and a GRPO-trained “Oracle Agent” (Qwen2.5 3B + Unsloth/QLoRA) for EV charging grid routing (Bangalore/BESCOM). Use when the user mentions EV Grid Oracle, BESCOM Theme 9, OpenEnv hackathon, EV charging routing, demand-response, GRPO/TRL, Unsloth, Qwen 2.5 3B, Hugging Face Spaces, Gradio demo, Pygame viz, openenv.yaml, or wants a dual-submission plan with measurable KPIs.
Generate OpenEnv environments from a concrete use case (for example, "generate an env for the library textarena"). Use when asked to design or implement a new environment under envs/ by researching a target library/API, selecting matching OpenEnv examples, asking key implementation questions, and building models/client/server/openenv.yaml. Do not use for model training or evaluation tasks.
Self-serve guide for OpenEnv hackathon teams to pick a verifiable RL project, build an OpenEnv environment (reset/step/state), design verifier-based rewards, train with TRL (GRPO/RLVR) + Unsloth, and ship a Hugging Face Spaces demo. Use when the user mentions OpenEnv hackathon themes or asks how to go from environment → rewards → RL training → deployment.
Design OpenEnv-compliant training environments for the OpenEnv Hackathon (India) aligned to themes like multi-agent interactions, long-horizon planning, world modeling, and self-improvement. Use when the user mentions OpenEnv hackathon themes, building an OpenEnv environment, reward design/rubrics, HF Spaces hosting, TRL/Unsloth training scripts, or needs a concrete environment spec + scaffold checklist.
Release workflow for deploying OpenEnv environments to Hugging Face Spaces and keeping canonical references in sync.
Applies the RoadSOS Master Development Rulebook (200+ checklist items across 9 phases in ROADSOS_MASTER_DEVELOPMENT_RULEBOOK.md). Use when planning or implementing SOS, emergency dispatch, India compliance (112/108/DPDP), AI triage tiers, BLE mesh, crash detection, Supabase/RLS, localization, security, testing, launch gates, or when the user mentions RoadSOS rulebook, CRITICAL rules, Phase 1–9, or master checklist.