Phase 3 implementation: - AI session analysis service that generates flow proposals from resolved sessions - APScheduler job for batch processing pending analyses (max_instances=1) - Knowledge gap detection (weak options, high escalation signals) - Flow proposals CRUD with team admin review workflow (approve/edit/dismiss/reject) - FlowPilot analytics dashboard with confidence tiers, PSA metrics, knowledge gaps - In-session script generator component - Review queue page with filtering and proposal detail panel Bug fixes from review (12 total): - Fix "Edit & Publish" navigating to non-existent /editor/new route - Hide Approve button for enhancement proposals (require Edit & Publish) - Add max_instances=1 to scheduler to prevent TOCTOU race - Fix eventual_success case() double-counting failed retries - Add tree_structure validation before creating tree from proposal - Simplify script generator rendering condition - Add severity style fallback, toFixed on rates, Link instead of <a href> - Add toast.warning on dismiss failure, fix dedup for domain-less sessions - Cast Decimal to int in knowledge gap evidence dicts Also updates CLAUDE.md with lessons 67-71 and Phase 3 project structure. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
153 lines
5.6 KiB
Python
153 lines
5.6 KiB
Python
"""Flow proposal model.
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Generated by the Knowledge Flywheel after AI sessions resolve.
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Represents a proposed new flow or enhancement awaiting human review.
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"""
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import uuid
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from datetime import datetime, timezone
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from typing import Optional, Any, TYPE_CHECKING
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from sqlalchemy import String, Text, DateTime, ForeignKey, Integer, Float, CheckConstraint
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from sqlalchemy.orm import Mapped, mapped_column, relationship
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from sqlalchemy.dialects.postgresql import UUID, JSONB
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from app.core.database import Base
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if TYPE_CHECKING:
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from app.models.user import User
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from app.models.team import Team
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from app.models.account import Account
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from app.models.tree import Tree
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from app.models.ai_session import AISession
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class FlowProposal(Base):
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"""A proposed new flow or enhancement generated from an AI session.
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proposal_type:
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- new_flow: No similar flow exists. Full flow definition proposed.
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- enhancement: Similar flow exists but session discovered new branch/edge case.
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- branch_addition: A single new branch to add to an existing flow.
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- auto_reinforced: Session matched existing flow exactly (tracking only).
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status:
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- pending: Awaiting review
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- approved: Reviewed and published to knowledge base
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- modified: Reviewer edited before publishing
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- rejected: Reviewer decided not to publish (bad quality)
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- dismissed: Parked for later — not wrong, just not actionable now.
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- auto_reinforced: Session matched existing flow exactly (no review needed)
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"""
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__tablename__ = "flow_proposals"
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__table_args__ = (
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CheckConstraint(
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"proposal_type IN ('new_flow', 'enhancement', 'branch_addition', 'auto_reinforced')",
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name="ck_flow_proposals_type",
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),
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CheckConstraint(
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"status IN ('pending', 'approved', 'modified', 'rejected', 'dismissed', 'auto_reinforced')",
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name="ck_flow_proposals_status",
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),
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)
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id: Mapped[uuid.UUID] = mapped_column(
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UUID(as_uuid=True), primary_key=True, default=uuid.uuid4
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)
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account_id: Mapped[uuid.UUID] = mapped_column(
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UUID(as_uuid=True),
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ForeignKey("accounts.id", ondelete="CASCADE"),
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nullable=False,
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index=True,
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)
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team_id: Mapped[Optional[uuid.UUID]] = mapped_column(
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UUID(as_uuid=True),
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ForeignKey("teams.id", ondelete="SET NULL"),
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nullable=True,
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index=True,
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)
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source_session_id: Mapped[uuid.UUID] = mapped_column(
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UUID(as_uuid=True),
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ForeignKey("ai_sessions.id", ondelete="CASCADE"),
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nullable=False,
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index=True,
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)
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# ── Proposal details ──
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proposal_type: Mapped[str] = mapped_column(
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String(30), nullable=False,
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)
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target_flow_id: Mapped[Optional[uuid.UUID]] = mapped_column(
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UUID(as_uuid=True),
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ForeignKey("trees.id", ondelete="SET NULL"),
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nullable=True,
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comment="For enhancements: which existing flow to modify",
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)
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title: Mapped[str] = mapped_column(
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String(255), nullable=False,
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comment="Human-readable title for the proposed flow",
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)
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description: Mapped[Optional[str]] = mapped_column(
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Text, nullable=True,
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comment="AI-generated description of what this flow covers",
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)
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proposed_flow_data: Mapped[dict[str, Any]] = mapped_column(
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JSONB, nullable=False,
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comment="Complete flow/tree_structure definition (nodes, edges, conditions)",
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)
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proposed_diff: Mapped[Optional[dict[str, Any]]] = mapped_column(
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JSONB, nullable=True,
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comment="For enhancements: what changed vs existing flow",
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)
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# ── Scoring ──
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confidence_score: Mapped[float] = mapped_column(
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Float, nullable=False, default=0.0,
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comment="How confident the system is in this proposal (0.0-1.0)",
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)
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supporting_session_count: Mapped[int] = mapped_column(
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Integer, nullable=False, default=1,
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comment="Number of sessions with similar resolution paths",
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)
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supporting_session_ids: Mapped[list] = mapped_column(
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JSONB, nullable=False, default=list,
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comment="Array of session IDs that support this proposal",
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)
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problem_domain: Mapped[Optional[str]] = mapped_column(
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String(100), nullable=True,
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)
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# ── Review ──
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status: Mapped[str] = mapped_column(
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String(30), nullable=False, default="pending", index=True,
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)
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reviewed_by: Mapped[Optional[uuid.UUID]] = mapped_column(
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UUID(as_uuid=True),
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ForeignKey("users.id", ondelete="SET NULL"),
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nullable=True,
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)
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reviewer_notes: Mapped[Optional[str]] = mapped_column(
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Text, nullable=True,
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)
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published_flow_id: Mapped[Optional[uuid.UUID]] = mapped_column(
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UUID(as_uuid=True),
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ForeignKey("trees.id", ondelete="SET NULL"),
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nullable=True,
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comment="The flow that was created/updated when this proposal was approved",
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)
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# ── Timestamps ──
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created_at: Mapped[datetime] = mapped_column(
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DateTime(timezone=True), default=lambda: datetime.now(timezone.utc)
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)
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reviewed_at: Mapped[Optional[datetime]] = mapped_column(
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DateTime(timezone=True), nullable=True,
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)
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# ── Relationships ──
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account: Mapped["Account"] = relationship("Account")
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team: Mapped[Optional["Team"]] = relationship("Team")
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source_session: Mapped["AISession"] = relationship("AISession")
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target_flow: Mapped[Optional["Tree"]] = relationship("Tree", foreign_keys=[target_flow_id])
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published_flow: Mapped[Optional["Tree"]] = relationship("Tree", foreign_keys=[published_flow_id])
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reviewer: Mapped[Optional["User"]] = relationship("User")
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