Hierarchical Policy & Supervisor Cockpits — Brainstorm Reactor Docs

In high-liability environments, autonomous AI agents cannot operate without institutional boundaries. Hierarchical Policy Governance decouples macro-policy definition (Supervisor/Director level) from micro-execution (User/Agent level), ensuring strict adherence to organizational guardrails.

Traditional autonomous tools generate generic, isolated outputs that frequently contradict organizational strategy, compliance policies, or safety standards. The Hierarchical Policy & Supervisor Cockpit architecture enforces a clear authority gradient: domain leaders configure overarching constraints once, and all downstream agent-user interactions execute deterministically within that corridor.

The Two-Tier Governance Paradigm

The architecture separates macro-level directive setting from micro-level conversational intake:

┌────────────────────────────────────────────────────────┐
│         Supervisor / Institutional Directives          │
│  (Curriculum boundaries, volume caps, safety rules)    │
└───────────────────────────┬────────────────────────────┘
                            │
                            ▼
┌────────────────────────────────────────────────────────┐
│        Multi-Persona Cockpit & Method Weighting        │
│  (Seniority tiering · Risk profiles · Guardrails)      │
└───────────────────────────┬────────────────────────────┘
                            │
                            ▼
┌────────────────────────────────────────────────────────┐
│              Adaptive Socratic User Intake             │
│  (Real-time diagnostic check-in & parameter mapping)   │
└───────────────────────────┬────────────────────────────┘
                            │
                            ▼
┌────────────────────────────────────────────────────────┐
│         Verified Multi-Phase Execution Blueprint       │
│  (Parameter-locked, policy-compliant operational plan) │
└────────────────────────────────────────────────────────┘

Supervisor Policy Directives: Directors and administrators configure operational boundaries, resource caps, and mandatory methodologies at the organization or department level.
Multi-Persona Weighting: The system dynamically adjusts risk tolerance, speed constraints, and cognitive depth based on the user's role profile (e.g., junior trainee vs. senior specialist).
Adaptive Socratic Intake: The user completes an individual intake dialogue, documented in the Socratic Diagnostics & Scoping Engine.
Verified Blueprint Synthesis: The output blueprint combines institutional directives with real-time user state. Institutional policies strictly override individual preferences in conflict cases.

Empirical Case Study: Swim Coach Pro

To demonstrate hierarchical governance in a safety-critical physical domain, the architecture is deployed in the Swim Coach Pro dropzone (/drop/swimcoach). Here, head trainers and club directors maintain strict pedagogical and medical control over AI-generated training plans.

1. Setting Institutional Directives

Coordinators configure policy constraints directly via the Trainer-Vorgaben & Club-Präferenzen panel or distributed club deep-links:

Volume & Progression Ceilings: Set maximum session workload (e.g. Max. 4,000m total volume) and restrict weekly volume escalation to safe thresholds (maximum 10% progression rate).
Physiological Corridors & Pacing: Enforce specific cardiovascular training zones: Aerobic Base (GA1), CSS Threshold (GA2), or USRPT Race-Pace.
Equipment & Injury Bans: Mandate equipment bans (e.g. No paddles due to right supraspinatus irritation or GIRD > 18°) or prohibit high-torque kinematic motions during rehabilitation.
Mandatory Curriculum Drills: Inject signature organizational drills (e.g. Snorkel side-kick, Fist drill for Early Vertical Forearm, Posterior capsule sleeper stretches).

2. Rapid Preset Triggers

The supervisor interface provides instant one-click tags for rapid policy deployment:

+ GA1 Focus: Restricts workouts to steady-state aerobic capacity under low cardiovascular strain.
+ Shoulder Decompression: Activates subacromial protection protocols and mandates increased dryland mobility.
+ Ban Paddles: Deactivates high-torque hand equipment across all segments (eliminating the 2.1x torque penalty).
+ Club Drills: Mandates institutional drills into the kinematic focus segment.

Biomechanical Diagnostics & Load Control

The supervisor engine continuously audits generated plans against sports science models:

1. Acute-to-Chronic Workload Ratio (ACWR & sRPE_km)

The engine monitors reported weekly training loads to maintain the ACWR within the safe corridor (0.8–1.3). Sudden volume spikes automatically trigger load modulation and active recovery sets.

2. Kinetic Chain & Pathomechanics Screening

The system evaluates user disclosures against known biomechanical risks:

Glenohumeral Internal Rotation Deficit (GIRD): Prescribes posterior capsule sleeper stretches and bans paddles when internal rotation loss exceeds 18°.
Early Vertical Forearm (EVF): Corrects dropped-elbow mechanics (targeting 70°–90° forearm pitch) to maximize normal pressure drag (90–97% of propulsion).
Inspiratory Muscle Training (IMT): Integrates respiratory conditioning into pre-activation to delay the respiratory metaboreflex and reduce early acidosis.

3. Pediatric Maturation (Youth Physical Development & LTAD)

For youth participants (under 14 years old), the policy engine automatically bans high-acidosis lactate tolerance protocols due to immature glycolytic enzyme capacity (PFK-1/LDH), focusing strictly on alactic neural speed (< 8 seconds) and aerobic volume.

Multimodal Video Diagnostics & Supervisor Verification

Supervisors can review and verify uploaded stroke videos:

4-Phase Kinematic Breakdown: Automated segmentation into #1 Entry & Extension, #2 Catch & EVF, #3 Pull & Push, and #4 Recovery & Breathing.
Vector Overlays & Angle Measurement: Interactive line measurement for EVF angles (90°–110°), body streamline (170°–180°), and head tilt.
Supervisor Verification Mode: Supervisors can adjust line markers, edit diagnostic findings, and assign custom corrective drills before marking the analysis as verified.

Data Privacy & Duty of Care

The governance architecture operates under strict European data privacy guardrails:

Zero PII Exposure: No personally identifiable medical records or personal contact data are transmitted across external API boundaries.
Medical Boundary Protection: If a participant reports severe or acute joint pain, the engine halts workout generation and directs the user to an authorized medical professional.
Live Reference Workspace: Test the governance cockpit and socratic intake at the /drop/swimcoach workspace.

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