Uma Chandrasekhar Research Framework • Ep. 7

AI Automation Dynamic Trust Calibration Lab

Behavioral Bias Detection • Physiological Galvanic Telemetry • Calibrated Reliance
1. Operational Stress & Stimulus Deck Model Input
Work Stress Level 68%

Chandrasekhar: High work stress causes severely distorted and faulty self-reported trust.

Associated Risk Stakes 75%

Discrepancies spike due to the magnitude of critical consequences taken by user.

Interactional Stimulus Rate 82 (8.2 Hz)

Alert frequency is inversely proportional to interactive trust: sensory overload lowers trust.

2. Live Delegation Triage Trial
Incident #409: High-Velocity Sensor Drift

Autopilot reports 94% anomaly confidence. Operational risk is critical and alarm stimulus is active.

3. Audit Dossier Export

Generate signed reliance profiles, discrepancy matrices, and audit records for AI governance compliance.

Calibrated Scientific Metrics SYNC: LIVE (30Hz)
Behavioral Trust Index
31.4
Empirical reliance scale [0–100]
Physiological Arousal (GSR)
14.8 µS
Galvanic skin conductance
Trust Discrepancy Score
46.2
Variance between self-report & biometric
Guideline Stabilization
ACTIVE
-35% bias reduction applied
Restricted Delegation
Restricted Delegation with Human-in-the-Loop Verification

High operational risk coupled with elevated galvanic conductance requires secondary validation before autonomous agent commits state transitions.

Real-Time Biometric Galvanic Telemetry
Synthetic EDA Waveform
ELECTRODERMAL AROUSAL: 14.8 µS SAMPLE: 8.2 Hz STIMULUS CALIBRATION: GUIDELINES ON
Framework Grounding (Uma Chandrasekhar, Episode 7): Dynamic trust measurements reveal that behavioral trust reports suffer heavy distortion under stress and high risk. Because sensory stimulus is inversely proportional to interactive trust, high stimulus triggers biometric arousal spikes while suppressing actual operational reliance. Applying step-by-step training guidelines re-anchors the decision curve and minimizes discrepancy.
Decision & Calibration Event Ledger 1 entry
Timestamp Stress / Risk / Stim Trust Index GSR (µS) Discrepancy Policy Verdict
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