Not medical advice. I am a software engineer, not a physician. This page documents my own protocol and the research I read while building it. Talk to a qualified clinician before changing your supplementation, diet or any treatment. Lab reference ranges quoted here vary by laboratory and by individual.
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The Glycemic Index (GI) ranks carbohydrate-containing foods on a scale of 0-100 based on how quickly they raise blood glucose compared to pure glucose (GI=100). Low GI foods (<55) produce a slow, gradual rise; high GI foods (>70) produce a rapid spike.
However, GI has a critical limitation: it measures the response to a standard 50 g of carbohydrate from each food, regardless of typical serving size. This is where Glycemic Load (GL) is more practical: GL = GI x (grams of carbohydrate per serving) / 100. Watermelon has a high GI (72) but a low GL (4 per serving) because a typical serving has only 6 g of carbs.
| Classification | GI | GL per serving |
|---|---|---|
| Low | ≤55 | ≤10 |
| Medium | 56-69 | 11-19 |
| High | ≥70 | ≥20 |
When you consume carbohydrates, they are broken down into glucose and absorbed into the bloodstream. Normal fasting blood glucose is 70-100 mg/dL. After a meal, glucose typically rises to 120-140 mg/dL and returns to baseline within 2-3 hours. This is a normal, healthy response.
A glucose spike occurs when blood glucose exceeds 160-180 mg/dL rapidly. The physiological cascade includes:
Ceriello, A., et al. (2008). Oscillating glucose is more deleterious to endothelial function and oxidative stress than mean glucose in normal and type 2 diabetic patients. Diabetes, 57(5), 1349-1354. PubMed
Insulin resistance develops gradually over years through a progressive mechanism:
Critical insight: By the time fasting glucose is elevated (prediabetes), insulin resistance has typically been developing for a decade. The CDC estimates that 88 million American adults (more than 1 in 3) have prediabetes, and 84% of them do not know it. Early detection through fasting insulin levels or an oral glucose tolerance test (OGTT) can identify resistance years earlier.
The Diabetes Prevention Program (DPP) trial — one of the largest and most important prevention studies ever conducted — randomized 3,234 prediabetic adults to either lifestyle intervention (150 min/week exercise + 7% weight loss target), metformin, or placebo and followed them for an average of 2.8 years. Results:
Knowler, W. C., et al. (2002). Reduction in the incidence of type 2 diabetes with lifestyle intervention or metformin (DPP). N Engl J Med, 346(6), 393-403. PubMed
A 2022 meta-analysis by Buffey et al. analyzed 7 studies and found that just 2-5 minutes of light walking after meals significantly reduced post-meal glucose and insulin levels compared to sitting. A 15-20 minute walk after a large meal can reduce peak glucose by 30-50%. Muscle contractions during walking activate GLUT4 glucose transporters independently of insulin, allowing direct glucose uptake from the blood.
Soluble fiber (oats, beans, psyllium, vegetables) forms a gel-like matrix in the gut that slows glucose absorption. A meta-analysis by Post et al. (2012) found that each additional 10 g/day of fiber was associated with a 12% reduction in type 2 diabetes risk. Eating vegetables or a salad before carbohydrate-heavy foods can significantly blunt the glucose response.
Consuming protein and fat alongside carbohydrates slows gastric emptying and glucose absorption. Shukla et al. (2015) at Weill Cornell Medical College found that eating protein and vegetables before carbohydrates (same meal, different order) reduced post-meal glucose by 29% and insulin by 37% compared to eating carbs first.
Shukla, A. P., et al. (2015). Food order has a significant impact on postprandial glucose and insulin levels. Diabetes Care, 38(7), e98-99. PubMed
Skeletal muscle is the largest site for glucose disposal. More muscle mass = more glucose storage capacity = better glucose regulation. A single resistance training session increases insulin sensitivity for 24-72 hours. Regular training produces lasting improvements in GLUT4 transporter density and insulin signaling.
Spiegel et al. (1999) demonstrated that restricting healthy young men to 4 hours of sleep for 6 nights reduced glucose tolerance by 40% and reduced insulin sensitivity to a level comparable to that seen in elderly adults. A single night of poor sleep can measurably impair the next day's glucose regulation.
Spiegel, K., et al. (1999). Impact of sleep debt on metabolic and endocrine function. Lancet, 354(9188), 1435-1439. PubMed
Continuous Glucose Monitors (CGMs) have revealed several surprising insights about glucose regulation that were impossible to observe with standard blood tests:
Zeevi, D., et al. (2015). Personalized Nutrition by Prediction of Glycemic Responses. Cell, 163(5), 1079-1094. PubMed
The 2025 ADA Standards of Care significantly expanded CGM guidance, establishing that Time in Range (TIR) of 70-180 mg/dL should be maintained at least 70% of the time for most adults with diabetes, with time below 70 mg/dL limited to less than 4% (approximately 1 hour/day) and time below 54 mg/dL to less than 1% (approximately 15 minutes/day). The Ambulatory Glucose Profile (AGP) report was designated as vital for daily diabetes management and recommended for use by all healthcare professionals. For healthy non-diabetic adults, a 2025 JCEM study defining CGM time in range in 1,128 community-based individuals without diabetes found that 95th percentile TIR for healthy adults was approximately 96%, providing a reference benchmark for preventive health monitoring.
A 2025 review in Endocrinology and Metabolism documented advances in CGM clinical applications beyond diabetes, including gestational diabetes, prediabetes risk stratification, and use in non-diabetic athletes for performance optimization. Time in Range is now considered a valid glycemic assessment associated with the risk of microvascular complications, moving beyond HbA1c as the sole gold standard for glycemic control.
ADA (2025). Time in Range in the 2025 ADA Standards of Care. Time in Range Coalition