Personal Agent Allostatic Load Index Biomarker Skill

Zero-dependency Bruce McEwen multi-system physiological wear-and-tear indexer, cardiometabolic-neuroendocrine strain evaluator, and allostatic recovery modeler.

Architecture

flowchart TD
    BiomarkerPanel[Biomarkers: BP, RHR, Glucose, Lipid Ratio, hs-CRP, HRV, RR] --> ALEngine[Allostatic Load Engine]
    ALEngine --> SubsystemBreakdown[4 Subsystems: Cardio, Metabolic, Inflammatory, Autonomic]
    SubsystemBreakdown --> Scoring[0-10 Normalized Allostatic Load Index]
    Scoring --> VulnerabilityID[Primary Vulnerable Subsystem Identification]
    VulnerabilityID --> PrescriptiveAction[Targeted Systemic Protocol]
    Scoring --> TrajectorySimulator[12-Week Homeostatic Recovery Projection]

Quickstart

from client import PersonalAgentAllostaticLoadIndexBiomarker

agent = PersonalAgentAllostaticLoadIndexBiomarker()
res = agent.calculate_allostatic_load_index({
    "systolic_bp": 135.0, "fasting_glucose": 105.0, "hs_crp": 2.5, "rmssd_hrv": 22.0
})
print(f"AL Index: {res['allostatic_load_index_10']}/10 | Vulnerability: {res['primary_vulnerable_subsystem']}")