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IBA 2.0 · Patent Pending · Resilience-Aware Engine

Integrated Biological Age 2.0 — beyond the methylation snapshot.

A dynamic biological-age engine fusing epigenetic, vascular, and behavioral signals — and adding the Biological Resilience Reserve (BRR) to distinguish Resilient from Fragile aging.

Biological Age Intelligence Engine — DNA, vascular, and behavioral data fused into a single Composite Biological Age Index
Epigenetic
Vascular
Behavioral
CBAI
The Premise

Why chronological age is misleading.

Two people born on the same day can be a decade apart biologically. Your driver’s license measures calendar time. Your body measures biological wear — and the two rarely match. Knowing the gap is where personalized longevity actually begins.

What Most Tests Miss

Single-signal tests vs. three-modality fusion.

What Single-Signal Tests Measure
What They Miss
  • Single saliva-based methylation marker
    Vascular reserve and cardiovascular biological age
  • Telomere length only
    Behavioral phenotype and lifestyle-derived age
  • Static one-time snapshot
    Longitudinal trend across all three modalities
  • A single composite number
    Discordance between methylation, vascular, and behavioral age
  • Generic age range only
    Personalized intervention windows derived from your discordance pattern
v3 Wave-Harmonic · The Three Pillars

Three independent reads of how you are aging — mathematically weighted.

v3 weights the three pillars and watches the gaps between them. If the gaps tell a meaningful story, the engine routes you down a different intervention path — even if your headline number looks fine.

40
%
Epigenetic

Deep cellular methylation clocks — 30+ in ensemble — reading the chemical tags on your DNA.

35
%
Vascular

Real-time structural aging from our AI vascular-age engine — PPG signal resonance, beat by beat.

25
%
Behavioral

BAPS-v3 scoring across 8 behavioral domains — your resilience phenotype, longitudinally.

Six Divergence Patterns

The full pattern map — how v3 routes you.

Each pattern tells your provider a different clinical story — and each unlocks (or blocks) a different intervention pathway. The headline is P3 Fragile Favorable: when molecules look young but behavioral resilience is low, v3 automatically blocks pharmaceutical escalation. Tap any row to expand.

  • E↓ · V↓ · B↑

    Molecules look young but behavioral resilience is low. v3 automatically blocks pharmaceutical escalation — your provider must rebuild Behavioral Reserve before higher-tier interventions are unlocked.

Legend: E Epigenetic · V Vascular · B Behavioral · ↑ elevated · ↓ favorable.

— Vascular Resonance Gating

We watch your vascular waveform improve in real time.

Our CardioSentry ICIT Wave Model analyzes the full P-QRS-T-U waveform for “Wave-Harmonic stability.” That’s what lets us treat exercise as a structural drug — we can actually see your vascular system resonating better session over session as it remodels.

IBA 2.0 · New Research

Beyond the methylation snapshot — Resilient vs Fragile aging.

We’ve added new research that challenges current approaches based on methylation alone. IBA 2.0 introduces the Biological Resilience Reserve (BRR) — a dynamic measure of how much physiological buffer your system actually has — so two people with the same methylation age can be sorted into different aging trajectories.

Resilient Aging

High BRR · low fragility.

Strong cardiovascular reserve, intact NK-cell clearance, sustained muscle mass, and behaviorally-coherent recovery patterns. Methylation age may still drift — but the system has the buffer to absorb stressors. Intervention focus: maintenance + targeted longevity protocols.

Fragile Aging

Low BRR · high fragility.

Reserve has been spent down — vascular reactivity is blunted, NK clearance is impaired, behavioral coherence is fragmented. Methylation age can look deceptively favorable here. Intervention focus: structural remodeling + reserve rebuilding before more aggressive longevity stacks.

The Science of Structural Remodeling

Aging isn’t a number — it’s structural.

IBA 2.0 routes findings through three structural domains where the most actionable longevity work actually happens — immune clearance, vascular remodeling, and neurocognitive infrastructure.

D8 · Immune

Senescence as active evasion.

Senescent cells don't just accumulate — they actively evade clearance. IBA 2.0 protocols are engineered to support natural-killer (NK) cell clearance capacity and restore the immune system's ability to remove aged, dysfunctional cells.

D7 · Cardiovascular

Exercise as a structural drug.

Targeted exercise prescriptions act as a structural intervention for the vasculature — supporting plaque regression, arterial wall remodeling, and endothelial repair. Dosed and tracked alongside biomarkers, not guessed.

D9 · Neurocognitive

Muscle as neuroprotective infrastructure.

Skeletal muscle mass is emerging as the primary neuroprotective infrastructure against dementia — through myokine signaling, glucose disposal, and cerebrovascular support. IBA 2.0 treats muscle as a brain-protective organ.

Safety · Contraindication Scanner

When the evaluation is not appropriate.

We do not run the Biological Age Evaluation if any of the following apply. If any condition matches, our team will route you to an appropriate alternative pathway.

  • Active malignancy under treatment
  • Acute infection or fever within 14 days
  • Pregnancy
  • Recent major surgery or hospitalization (within 30 days)
  • Unstable cardiovascular or metabolic disease
  • Recent vaccinations within 7 days
  • Use of investigational study drugs
What You Get

Your Composite Biological Age deliverable.

  1. 01Composite Biological Age Index (CBAI) — your unified three-modality age estimate
  2. 02Epigenetic biological age subscore
  3. 03Vascular / cardiovascular biological age subscore
  4. 04Behavioral biological age subscore
  5. 05Behavioral-Molecular Dissociation analysis — the headline discovery
  6. 06Discordance map across modalities with personalized intervention windows
  7. 07Longitudinal trend dashboard (initial baseline + future re-runs)
  8. 08Clinical-team review under Medical Director oversight
  9. 09Personalized protocol recommendation built on your unique CBAI signature
FAQ

Frequently asked.

Begin your Biological Age Evaluation.

Three modalities. One Composite Biological Age Index. The clearest read of how you are actually aging — and where to intervene first.

Start My Health Assessment

Patent-pending technology. The Biological Age Intelligence Engine (BAIE) is offered as a clinical-decision-support output reviewed by our licensed team under Medical Director oversight. It is not an FDA-cleared diagnostic device and is not a substitute for diagnosis or treatment by your physician.