Plan for ripping out the fragile text-JSON parser and the propose-approve
flow in one atomic PR. Key shifts:
- LLM uses native function calling — SDK-guaranteed structure, no parser
- Tool policy becomes auto | deny (no propose, no confirm for now)
- Timeline + per-iteration revert replace the proposal inbox as the
review surface; missions run end-to-end without human approval
- Safety via mission-budget, manual-cadence, agent-policy, revert
- No _rationale meta-param (tool name + params are self-explanatory)
Applies to webapp runner, mana-ai server runner, and companion chat —
all three share one runPlannerLoop from @mana/shared-ai after migration.
Net: ~1000 LoC deleted, ~600 added.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
