System Architecture: v2.4 Active

MEASURE.
ANALYZE.
OPTIMIZE.

A brutalist approach to the quantified self. No subjective ratings, no gamification. Just raw data, strict baselines, and actionable protocols derived from continuous monitoring.

HRV_BASELINE_DEVIATION

02 // Calculation Engines

DETERMINISTIC TOOLS

Stop guessing. Use mathematical models to establish baselines, predict outcomes, and titrate inputs. Fully client-side, privacy-first computation.

TDEE & Energy Balance

Calculate Total Daily Energy Expenditure using the Katch-McArdle formula, factoring in lean body mass for superior accuracy.

Launch Tool

Caffeine Half-Life

Model systemic clearance of caffeine to optimize dosing schedules and protect slow-wave sleep architecture.

Launch Tool

Sleep Debt Accrual

Quantify cumulative sleep debt over a rolling 14-day window to predict cognitive decrement and plan recovery protocols.

Launch Tool

03 // Ingestion

HARDWARE AGNOSTIC

Data silos are the enemy of insight. We provide frameworks to export, normalize, and analyze data across the dominant consumer hardware ecosystems.

  • Apple HealthKit XML parsing protocols
  • Oura Cloud API v2 extraction methods
  • Garmin Connect data export parsing
Explore Integration Guides
{
  "timestamp": "2024-03-14T07:22:00Z",
  "source": "oura_ring_gen3",
  "metrics": {
    "hrv_rmssd_ms": 64.2,
    "rhr_bpm": 48.5,
    "temperature_deviation_c": -0.12,
    "respiratory_rate": 13.8,
    "sleep_stages": {
      "deep_s": 7200,
      "rem_s": 5400,
      "light_s": 12600
    }
  },
  "status": "baseline_adherence"
}

Data Portability Standard

Apple HealthKit XML Supported
Oura Cloud API v2 Supported
Garmin Connect JSON Supported
Whoop API In Development
Levels/Dexcom CSV Supported

04 // Data Sovereignty

OWN YOUR TELEMETRY

Hardware manufacturers trap your biological data in proprietary silos designed to sell subscriptions. We provide the extraction protocols to liberate your metrics.

Your body's telemetry is yours. Standardize it, store it locally, and analyze it without third-party interference or subjective "readiness scores" dictated by black-box algorithms.

View Extraction Guides

05 // Methodology

SYSTEM PROTOCOLS

Reject intuition. Embrace systematic, iterative optimization based on statistically significant deviations from established baselines.

01.

Establish Baseline

Require a minimum of 14 days (optimally 30 days) of continuous passive collection before attempting intervention. Single-point measurements are noise.

02.

Isolate Variables

Implement one protocol change at a time (e.g., magnesium supplementation, shifting feeding windows). Concurrent interventions destroy causality.

03.

Measure Deviation

Analyze the rolling average against the established baseline. If deviation exceeds the standard error margin, retain the protocol. Otherwise, discard.

06 // Rejection of Norms

THE FAILURE OF GAMIFICATION

Commercial wellness platforms reduce complex biological systems to a single, proprietary "readiness score." They use arbitrary streaks and gamified UI to drive daily active user metrics, not health outcomes.

A score of "85" means nothing when the underlying variables (HRV, RHR, Temperature Deviation) move in opposite directions. You do not need a badge; you need the raw coefficients.

85
rMSSD Deviation
-18.4% (Suppressed)
RHR Deviation
+5 bpm (Elevated)
Commercial Interpretation
"Ready to Train"
Reality: Acute Systemic Stress

07 // Biological Rhythms

CIRCADIAN ALIGNMENT

The Master Clock

The suprachiasmatic nucleus (SCN) orchestrates nearly every cellular function. Misalignment between exogenous signals (light/food) and endogenous rhythms induces widespread metabolic dysfunction.

  • 06:00 - 09:00 Cortisol Awakening Response
  • 10:00 - 12:00 Peak Cognitive Output
  • 14:30 - 15:30 Circadian Dip / Highest Alertness
  • 17:00 - 19:00 Peak Muscular Efficiency
  • 21:00 Melatonin Secretion Onset

Protocol: Light Anchoring

Exposure to 100,000+ lux (direct sunlight) within 30 minutes of waking. This sets the timer for melatonin release approximately 14 hours later. Viewing through a window reduces lux by up to 50x.

Protocol: Feeding Windows

Digestion signals the peripheral clocks that the body is in an active phase. Terminate all caloric intake a strict 3-4 hours prior to target sleep onset to allow core temperature to drop.

08 // Energy Partitioning

NUTRITIONAL THERMODYNAMICS

Fad diets obscure the inescapable reality of physics. Mass change is dictated entirely by energy balance. Body composition is dictated by macronutrient ratios and resistance stimulus.

CICO
The Primary Law

Calories In vs Calories Out governs absolute mass change. No hormonal environment can bypass thermodynamics.

1.6-2.2
Grams Protein / KG

The threshold required to maximize muscle protein synthesis and prevent catabolism in a deficit.

TEF
Thermic Effect

Protein requires ~25% of its caloric value just for digestion, making it heavily inefficient for fat storage.

09 // Serology

BLOOD PANEL BASELINES

Standard reference ranges are based on a statistically sick population. "Normal" is a statistical artifact, not an indicator of optimal physiological function. We target the upper quintiles of the optimal range.

Lipid Carrier Kinetics

ApoB

Target: < 70 mg/dL

Total LDL-C is a weak proxy. Apolipoprotein B measures the exact number of atherogenic particles capable of penetrating the endothelium.

Metabolic Function

Fasting Insulin

Target: < 5 uIU/mL

The earliest indicator of metabolic inflexibility. Standard ranges accept up to 25 uIU/mL, which guarantees severe insulin resistance.

Systemic Inflammation

hs-CRP

Target: < 1.0 mg/L

High-sensitivity C-Reactive Protein. The primary quantifiable marker for acute and chronic systemic inflammation.

10 // Exogenous Inputs

SUPPLEMENTATION TIERS

Tier 1: Foundational (Deficiency Correction)

High probability of clinical or sub-clinical deficiency in modern populations.

Magnesium Glycinate / Threonate
Vitamin D3 + K2
Omega-3 (High EPA/DHA)

Tier 2: Ergogenic & Efficacious

Extensive literature supporting performance or cognitive enhancement beyond baseline.

Creatine Monohydrate (5g/day)
Caffeine (Anhydrous)
L-Theanine

Tier 3: Unproven / Margin of Error

Heavy marketing, thin literature. Indistinguishable from placebo in robust trials.

Proprietary Nootropic Blends
BCAA Isolated Aminos
Testosterone "Boosters"
Hover: Eliminate Noise. Increase Signal.

11 // Neural Substrate

COGNITIVE VECTORS

Focus is not a psychological state; it is a neurological limitation dictated by autonomic arousal levels and dopamine reserves.

Ultradian Rhythms

The brain operates in 90-minute cycles of focus, followed by a mandatory 20-minute refractory period. Forcing output during the refractory phase severely depletes neurotransmitter pools.

Dopamine Baseline

High-dopamine inputs (hyper-palatable food, social media, unstructured browsing) artificially spike dopamine, causing a subsequent crash below the baseline. This renders sustained effort impossible.

12 // Security Architecture

ABSOLUTE DATA PRIVACY

Client-Side Only

Every calculator and tool on this platform executes within your browser utilizing Alpine.js. We have no backend server processing your health metrics.

Zero Persistence

We do not employ localStorage, cookies, or IndexedDB to store your inputs. When you refresh the page, your biological data ceases to exist on our end.

Static Architecture

The entire site is compiled into static HTML via EJS. There are no API endpoints to exploit and no databases to breach. It is structurally immune to data extraction.

// Sleep Debt Calculator Formula Snippet
get totalDebt() {
    let debt = 0;
    this.days.forEach(slept => {
        if (slept < this.baseline) {
            debt += (this.baseline - slept);
        }
    });
    return debt;
}
// Fully transparent mathematics.

13 // Auditability

TRANSPARENT MATHEMATICS

"Proprietary algorithms" are black boxes used to hide rudimentary math and enforce subscription models.

Every formula used on Quantanity (Katch-McArdle, Karvonen, Widmark) is publicly cited, explicitly stated on the tool page, and verifiable via inspecting the source code.

View Source on GitHub

14 // Structural Adaptation

HYPERTROPHY PHYSICS

Skeletal muscle requires mechanical tension to adapt. The exact rep range (5 vs 15) is less relevant than proximity to muscular failure.

Effective Reps Theory

Only the final 3-5 reps of a set taken near failure provide significant mechanical tension. A set of 15 where you stop 5 reps shy of failure yields zero "effective" reps.

RPE

Rate of Perceived Exertion

Subjective scale (1-10) of effort.

RIR

Reps in Reserve

Objective metric: How many reps away from absolute mechanical failure? Target 1-2 RIR for optimal stimulus to fatigue ratio.

15 // The Complete Framework

VARIABLES YOU CAN CONTROL

Light Exposure Timing
Caloric Total
Protein g/kg
Resistance RIR
Zone 2 Volume
Zone 5 Intervals
Caffeine Clearance
Ethanol Abstinence
Feeding Window
Ambient Temp (Sleep)
Micronutrient Baseline
Data Portability

STOP GUESSING.

The tools are client-side. The protocols are public. The data is yours. Begin systemic optimization today.