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Oleg's AI Lab

6.3k members • Free

29 contributions to Castore: Built to Adapt
PART 3 The Decision Engine: How to Choose What Comes Next
Once the foundation is stable, the question changes. You are no longer asking what should I take every day. You are asking what exactly needs to change in the system right now. Take a simple example. Two people both feel fatigued. One uses caffeine and feels worse, more wired but less productive. The other uses caffeine and feels better, more focused and energized. Same symptom, completely different response. The difference is not the tool. It is the state of the system it was introduced into. This is where most people fall back into old habits. They feel better, they add more. They hear about something new, they layer it in. The system improves slightly, then becomes inconsistent again. Not because the tools are wrong, but because the decision process is missing. Most people are not lacking options. They are lacking precision. More inputs without a clear target create more noise, not more progress. If Part 2 was about stabilizing the terrain, Part 3 is about building a repeatable way to make decisions inside that terrain. Not guessing. Not copying protocols. Not chasing trends. Identifying what the system is doing, what it needs to do differently, and selecting the smallest input that can create that shift. This decision engine sits on top of a stable foundation and downstream of environment and circadian inputs. Without that context, even the right decision can produce the wrong outcome. This is the point where most protocols quietly lose precision. The decision process can be simplified into three steps. Identify the bottleneck, define the direction of change, and match the mechanism to the goal. The first step is identifying the bottleneck. Not the symptom, but the constraint underneath it. Two people can both feel fatigued and have completely different bottlenecks. One may have a system that is over-reduced, where electron supply exceeds the system’s ability to process it, creating a backlog of pressure through the electron transport chain and inefficient energy production. Another may have a system that is underpowered, where there is insufficient substrate or signaling to drive adequate ATP production.
3 likes • 10d
@Curtis Smith You may be a perfect example of trying to optimize broken system too much.I already see obvious things - 1) low ferritin but don't actively supplementing with iron. Your liver is not enough. Do full genome testing such as https://dantelabs.com/whole-genome-sequencing/ https://dnacomplete.com/ also I highly suggest reading this article https://www.vitalmetrics.org/blog/iron-paradox-trt and other blog posts here https://www.vitalmetrics.org/blog/ 2) what's the point of carnivore diet? You are likely starving your microbiome and have big problems in that department. Solution is prebiotic fiber supplementation at least, consider changing the diet to a healthy diet. Do microbiome testing https://shop.biomesight.com/collections/frontpage/products/gut-microbiome-test-snapshot?variant=32130724364420 or GI Map (more expensive) 3) you are heavily on the hormone therapy, not only TRT but also Thyroid - this is already adding a lot of variables that can mess your system. What I personally think is that a lot of people start TRT but then have more problems with libido and health than before. There's a guy who I would listen to if I was on TRT https://www.youtube.com/@CortexLabsChannel I have no idea of what symptoms are you referring to, but without all these extensive testing you will not find a solution, given all your interventions. Which are now questionable, given that you are actually getting worse then before.
1 like • 3d
@Curtis Smith I didn't know you are 72, you look younger! Thanks for the context.
Complete prebiotic fiber stack
We all know that healthy microbiome is key to health. Here's how to boost those good bacteria efficiently - you need to take diverse prebiotic fibers daily to make sure you feed all types of beneficial species. Supplementing prebiotic fiber is a great way to achieve it. Here's a top-tier list that covers almost all types of good bacteria in your gut: 1. SunFiber (PHGG, Partially Hydrolyzed Guar Gum) 2. Resistant Dextrin / Resistant starch 3. Acacia Fiber 4. Apple Pectin 5. Xylooligosaccharides (XOS) (from PreticXā„¢ Prebiotic Complex) Product list (so you don't have to find yourself) 1. Solaray, Daily Triple Fiber Powder, Unflavored, 14 oz (401 g) - covers 3 types of fiber - PHGG + Resistant starch + Acacia Fiber https://iherb.com/pr/solaray-daily-triple-fiber-powder-unflavored-14-oz-401-g/155860 - you can buy those 3 separately. Regarding resistant dextrin worth mentioning is this product - Dr. Murray's, Prebiotic, Optimized FiberSMARTĀ® Soluble Tapioca Fiber, 16 oz (454 g) https://iherb.com/pr/dr-murray-s-prebiotic-optimized-fibersmart-soluble-tapioca-fiber-16-oz-454-g/150251 - it is superior to potato starch, because it's about 90% resistant dextrin (potato starch is only 60% or 70%, I don't remember exactly) and also it's heat stable - you can boil or cook it, it will not degrade (not the case with potato starch) 2. NOW Foods, Apple Pectin, 120 Veg Capsules (0.7 g per Capsule) https://iherb.com/pr/now-foods-apple-pectin-120-veg-capsules-0-7-g-per-capsule/361 3. NOW Foods, Prebiotic Bifido Boostā„¢ Powder, 3 oz (85 g) - Xylooligosaccharides (XOS) (from PreticXā„¢ Prebiotic Complex) https://iherb.com/pr/now-foods-prebiotic-bifido-boost-powder-3-oz-85-g/82389
2 likes • 29d
I've focused on the top-tier list specifically for prebiotic properties. This is what Claude told me about these 2: - Psyllium is partially fermented — it's more of a bulking/motility agent than a true selective prebiotic. Not bad, just not bifidogenic-first. - Glucomannan has decent prebiotic effect but its primary mechanism is viscosity-mediated glycemic blunting Also personally I don't like Psyllium''s taste
2 likes • 28d
Nootropics Depot just dropped a teaser for their new product "InfiniFiber, Advanced Synbiotic Fiber" https://www.reddit.com/r/NootropicsDepot/comments/1ry60ce/new_product_release_32626_infinifiber_advanced/ https://nootropicsdepot.com/newest-upcoming-releases/ I'm sure the price will be premium for this one. The guy in the comments somehow guessed the exact formulation even before the official release: - Solnul Resistant Potato Starch - Acacia Fiber - Partially Hydrolyzed Guar Gum - Purified Alpha cellulose - Oat Hull Fiber - Fenugreek Fiber - Larch Arabinogalactan - Pea Fiber - Chia Seed Fiber - Pumpkin Seed Powder - Apple Pectin - Lactospore As you can see, their top 3 fibers match top 3 in my personal list :)) Company member shares in the comments why they did not include Psyllum Husk (heavy metals contamination) and answers other questions. They didn't include Inulin and rightfully so. Inulin is tricky, that's why in my list it's on the last place. I guess I should exclude it entirely. Here's my comment about inulin - "a lot of people (including myself) don't tolerate it well - it's not low FODMAP and can cause diarrhea and / or bloating. Also it feeds pathogenic bacteria along with your beneficial ones."
The Dirty Secret of the Peptide World: Why Two Identical Vials Can Be Completely Different Part 1 of 5
The peptide world has grown faster than the systems designed to explain it. Over the last decade, peptides moved from a relatively obscure area of pharmaceutical research into mainstream conversations among clinicians, athletes, longevity enthusiasts, and patients looking for solutions that traditional medicine often struggles to provide. With that growth came excitement, curiosity, and innovation. But it also created a significant amount of confusion. Terms like pharmaceutical grade, GMP, FDA approved, API sourced, and third-party tested are used constantly, yet very few people actually understand what those phrases mean or how they relate to the real journey a peptide takes before it ends up inside a vial. The goal of this series is not to criticize any company or supplier. The goal is clarity. When people understand how the system actually works, they are far better equipped to make informed decisions. The peptide conversation has become muddy because marketing language and regulatory language are often mixed together in ways that blur the distinction between very different manufacturing pathways. The truth is that two vials containing the same peptide name can originate from completely different production environments, follow entirely different regulatory pathways, and undergo dramatically different levels of validation before reaching the end user. To understand why that happens, we need to start at the beginning of the peptide supply chain. Peptides are built using a process called solid phase peptide synthesis. At its core, this process is chemistry. Individual amino acids are sequentially linked together through peptide bonds to create a chain of a specific length and sequence. Each amino acid is added step by step on a resin support, with protecting groups preventing unwanted reactions along the way. Once the sequence is complete, the peptide is cleaved from the resin, purified, and dried, usually through lyophilization. What remains is a powdered peptide that can later be reconstituted with sterile water.
3 likes • Mar 12
He is back to ignite a free community a little bit))) Following šŸ‘€
BURN - New Research Blows the Lid Off How We Really Burn Calories, Lose Weight, and Stay Healthy [Herman Pontzer, PhD, 2021] - BOOK SUMMARY
This summary was created in 5 minutes with Claude Sonnet 4.6 Images and infographics are included. + BONUS, summary of this new paper from February 23, 2026 from the same author https://www.cell.com/current-biology/abstract/S0960-9822(26)00064-3 Enjoy! And let me know what you think about it.
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Glutathione
How are we dosing glutathione?
0 likes • Feb 23
Do you have any specific reason of why you want to inject it?
2 likes • Feb 26
@Jacob Leister No, I mean why to inject it at all? There should be a specific reason for doing it, like to help detox after severe alcohol abuse etc
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Anton Sh
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@anton-shakh-8960
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Active 3d ago
Joined Nov 5, 2025
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