Implement the full interactive shell REPL with session persistence,
opt-in capped/redacted shell history, State Hub orientation and
explicit slash-command writes, orchestrator/safety wiring, end-session
learning hooks, weakness hints, docs, and tests.
- Align agent files with on-disk workplan prefixes (infer from workplan ids)
- Set workplan domain to registered domain_slug; add topic_slug where applicable
- Repair frontmatter delimiter formatting; migrate legacy task status literals
- Regenerate AGENTS.md, CLAUDE.md, and .claude/rules from State Hub templates
Define interactive cya shell mode with opt-in shell history, State Hub
orientation, session learning, and weakness hints. Pair with llm-connect
adapter integration for production multi-turn assistance.