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.
