Outcome Algorithm Architecture

PE-01 to PE-11 · Themed to AYYI workspace colors · Diagram-ready view

Lifecycle Map

Eleven stages in three acts: discover, pilot, then scale via parallel delivery and portfolio governance.

Act 1
The X-Ray
PE-01Understand current state PE-02Design future state PE-03Prioritize & roadmap PE-04Business case
Act 2
Foundational Pilot
PE-05Scope opportunity PE-06Outcome engineering PE-07Execute & manage PE-08Lessons learned
Act 3
Scale & Grow
PE-09Prioritization refresh PE-10Parallel delivery PE-11Portfolio cockpit 
flowchart LR
  A1[PE-01 Current State] --> A2[PE-02 Future State]
  A2 --> A3[PE-03 Prioritize/Roadmap]
  A3 --> A4[PE-04 Business Case]
  A4 --> B1[PE-05 Scope]
  B1 --> B2[PE-06 Outcome Engineering]
  B2 --> B3[PE-07 Execute/Manage]
  B3 --> B4[PE-08 Lessons Learned]
  B4 --> C1[PE-09 Prioritization Refresh]
  C1 --> C2[PE-10 Parallel Delivery Projects]
  C2 --> C3[PE-11 Portfolio Cockpit]
  C3 --> C1

Deterministic Boundary

Deterministic Algorithm

  • CPR posture logic
  • STP:HITL, wedge, success probability
  • Gate pass/fail calculations
Anchor: app/api/agent/route.ts

Practitioner AI Assistant

  • Guidance and synthesis
  • Contextual recommendations
  • Never invents deterministic numbers
Surface: workspace sidebar

Core Relationships

erDiagram
  ENGAGEMENTS ||--o{ ENGAGEMENT_ASSESSMENTS : has
  ENGAGEMENTS ||--o{ AI_DEPLOYMENTS : contains
  AI_DEPLOYMENTS ||--o{ DEPLOYMENT_GATE_EVENTS : logs
  ENGAGEMENT_ASSESSMENTS ||--|| DISCOVERY_INPUTS : embeds

  DISCOVERY_INPUTS ||--o{ DELIVERY_RISK_ITEMS : tracks
  DISCOVERY_INPUTS ||--o{ DELIVERY_ISSUE_ITEMS : tracks
  DISCOVERY_INPUTS ||--o{ PARALLEL_ACT2_SLICE : per_deployment
  DISCOVERY_INPUTS ||--o{ INTERVENTION_DECISIONS : per_deployment
  DISCOVERY_INPUTS ||--o{ INTERVENTION_CANDIDATES : per_deployment
  DISCOVERY_INPUTS ||--o{ POD_RECALIBRATION_DECISIONS : per_deployment

Intervention + HITL Loop

flowchart TD
  R[Confidence Radar + Evidence] --> W[Detect Weak Dimensions]
  W --> S[Suggest Interventions AI + HITL]
  S --> D{Practitioner Decision}
  D -->|Accept| E[Execute in PE-07]
  D -->|Reject| N[Record rationale]
  E --> L[PE-08 Lessons + Results]
  N --> L
  L --> P[PE-11 Portfolio Aggregation]
  P --> O[Org-level patterns/themes]
  O --> W