Captures the 2026-05-29 decision to derive admin plan dropdown + validation
from the plan_limits table rather than hand-duplicating the allow-list across
6+ sites. Triggered by the prod "AI sessions down" report that traced to the
admin dropdown still offering the dead 'team' slug. Adds the matching backlog
entry to TODO.md with duplication sites enumerated.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
- Blocker: FlowProposal can't link an l1_walk_session (source_session_id is
NOT NULL FK→ai_sessions, UI links /pilot). Add nullable l1_session_id +
exactly-one CHECK + read-only walked-path link for L1-sourced proposals.
- High: flow_matching_engine matches published flows only; scope match pass
to flows, defer proposal-matching.
- High: notification system is FlowPilot-shaped; enumerate the 3 changes for
l1.session.escalated (VALID_EVENTS, link+body builder, explicit engineer
recipients). Engineer-visible surface is the primary handoff.
- Medium: match before category gate so authored flows aren't blocked.
- Medium: define normalize_walked_path → valid tree with root id, unexplored
branches as needs_review stubs.
- Medium: category write auth needs owner/admin, not engineer; add
require_account_owner_or_admin dep.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
Brainstormed design for real-time AI tree building when no KB/flow matches.
Overrides the original "no empty-KB build" rule: build from generic L1
knowledge under a layered safety model (classification gate, constrained
generation, per-node validation with a hard floor, standing disclaimer).
Approach C — dedicated ai_tree_builder + match_or_build orchestrator,
reusing flow_matching_engine and the knowledge_flywheel proposal pipeline.
Scope: streaming node-by-node builder, admin-configurable categories,
flywheel capture of resolved trees, minimum escalation handoff (notify +
engineer surface). KB ingestion/connectors, PSA reassign, escalation
package, and AI chat handoff deferred to later phases.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>