Generate chat, task and learning models from agent-models.json. Use WaterNetwork fast/expert models with 272k context and validate upstream names before readiness. Add an isolated model check command with signal-safe cleanup and plugin, Skill and MCP management docs. Verified in isolation: type checks, 26 focused tests and both model catalog checks; no model inference requests.