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Leakage control should be built into the graph itself, not checked for afterward. Each calendar month is its own disjoint graph with no edges crossing the boundary — because months never connect, there's no path for information to leak from one split into another.
Endorsed by MD Sharique.
MD Sharique's feature engineering: entity-history features per user and merchant (past transaction count, days since last activity, mean/std/max of the last five amounts) as a behavioral baseline; risk aggregates (amount Z-score against entity history, recent-versus-past ratio, transactions per day) that flag deviations from the entity's own baseline rather than a global threshold; and 14 true rolling-window velocity/temporal features (5-min, 1-hour, 24-hour counts and amounts, distinct counterparties in the last day, seconds since last transaction, country-change rate for impossible travel).
feature counts carry possible numeric error flags in source
Michele Grant applies the classic three-line model to agents. In the first line, management owns the controls and the integration lead is the accountable executive who owns the agent's output exactly as she owned the manual deck. In the second line, risk and compliance oversee the agent and challenge how it runs, with depth depending on the agent's exposure — an internal draft scrubbed by a senior analyst warrants a very different review standard than an autonomous agent publishing figures straight to the board. In the third line, internal audit provides assurance, deciding based on material risk when and how the agent enters the annual audit plan.
Dr. Chris Thompson recommends taking fermented foods in addition to fiber, saying they are important, missing in the Western diet, and worth recommending to folks; options include kefir, kimchi, sauerkraut, yogurt, and kombucha, with enough variety that everyone should be able to find one. He personally makes a point of consuming them and especially likes kefir.
If you're having a procedure, ask about volume: how many procedures the surgeon does now and, more importantly, how many they've done over their career. Thompson also notes that knowing who truly is the best is complicated and hard to determine, even for someone inside a massive medical center.
Eugene Teo advises that trying too hard in weightlifting works against you, causing you to muscle the weight and learn wrong movement patterns; instead maintain looseness and fluidity, move fast, and trust your body's learned skills.
Eugene Teo found the most success combining bodybuilding and athletic training with a modification of a high-low split: one or two high-intensity days and one to three moderate-to-low days per week, with the highest intensity day structured as lower body only (cleans, plyos, snatches, heavy squats) and the following day upper body focused with some extensive plyos.
Eugene Teo lays out an entry path into plyometrics: skipping, jumping rope, and low box jumps as easy starting points (he started his mom with skipping, and even before that basic pogos on the ground). Skipping is 'the first rep' — like the first high pull toward a snatch — but a whole new world lies beyond it: lateral motion, cutbacks, bounds, gallops, and unilateral foot-switching change-of-direction drills, where a lot more fun and gains are to be made.
Eugene Teo outlines his cardio session templates. An easy session might be one hour to 90 minutes, roughly in zone two — he doesn't track heart rate too aggressively, just asking: is this easy? Can I sustain this? A fast session might be 30 to 60 second sprints on the bike with adequate rest — something like 30 seconds at 80 to 100% depending on how he's feeling, balanced with a couple of minutes of low or complete rest. A moderate session example: one minute on at about 80% (about 100 RPM), four minutes off or at very low intensity (about 70 to 80 RPM), repeated six to eight times for about 30 to 40-ish minutes. The host notes the moderate session is relatively easy given the four minutes off — you'll get 8 to 10 pretty hard sets but with such good recovery you'll feel pretty good — and,
Jake Tuura recommends doing super heavy loaded straight-leg calf raises a few times a week, using the same intensity as a squat exercise, because straight-knee calf raises hit all three calf muscles and their sub-tendons. He notes that many people skip calf training entirely, leaving the calves and Achilles tendon underdeveloped.
Both Andrew Huberman and Dr. Sara Gottfried recommend that a woman in her late teens or early 20s should know her testosterone, estrogen, thyroid, and cortisol levels. Dr. Gottfried adds that this biomarker guidance applies to women in their 20s through 80s and beyond, with differential opportunities by decade.
Huberman recommends maximizing sunlight exposure to the eyes within the first hour of waking (certainly within three hours), explaining that early-day light increases dopamine receptors so circulating dopamine has a greater effect on motivation.
The host recommends talking about places you've been, asking where she's been recently and where she wants to go, then deepening with questions like 'What's the craziest thing you've done on vacation?', 'What's the most adventurous thing you did?', and 'What's one thing that happened on vacation that you don't want anybody to know about?' He also likes bringing up ethnicity and different languages as part of the travel/location thread.
The host presents a single best exercise to mobilize the entire body, built from the ground up through feet, knees, hips, spine, and shoulders, asking only 15 minutes. The routine progresses through PVC pipe walks, bodyweight squat holds, slow-tempo lunges, overhead lunges, scorpions, and Cossack squat variations, with the host noting he uses it personally to stay mobile while aging and that Garage Strength uses it with athletes from seven to 70 years old.
In a consultative sales pitch, tell the customer there's one option they don't want because X, Y, Z, then prescribe what they need. The client reported this prescription idea was monumental for him, and that the consultative aspect to selling is increasing trust a lot — people just take up recommendations. The menu upsell was also part of what worked.
Consequential creator advice requires independent verification before Today can promote it.
Alex Hormozi advises the client to think about salespeople as their new customers or new avatar, and do marketing to go get them. With four or five guys on the team, you can probably easily manage them on your own, and having a small team of four or five is what unlocks the next level of scaling.
Coach Kyle's step-by-step method for approaching a woman walking by: approach from a safe distance about a half step in front of her, open with 'hey, excuse me' from at least five feet away, repeat the opener confidently if she doesn't react, then curl in and stop about two feet from her face while holding eye contact, smiling, and talking slowly.
Hormozi says speed to lead is the most important factor for PPC leads — respond within about 60 seconds, because those leads are super high intent but actively shopping around. The first person who responds to a lead is usually the person who gets the customer.
Hormozi recommends building a pricing module with a dynamic sheet where the price pops out as variables are input with the customer, so the team can quote accurately on discovery calls and make the process more consultative.
Prompt Claude to build the agent (e.g., 'build me an agent that tells me jokes given a topic'); Claude generates a system prompt, name, description, and model choice. You can change the model, then hit 'create agent' (which calls the v1 agents endpoint). Next configure the environment (the sandbox template), start a session, and test-run it with a prompt like 'tell me jokes about cats'.
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