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Charlie Guo argues that building your own Codex-integrated product without leveraging the AppServer means your users can't use their ChatGPT subscription and, more importantly, their ChatGPT token budget to power the product; embedding via AppServer brings that ability directly.
Paige recommends using Google's open Gemma 4 model family for local inference, noting it runs on Jetson Nanos, laptops (12B and below), mobile devices (2B), and higher-end phones like the Pixel 10, with local device accelerators preferred over CPU fallback.
Laurie Voss recommends filtering traces down to just the failing ones and turning them into a dataset (e.g., 'AIEWF financial demo fails') so you can run your changed prompt against just them — faster and cheaper. He also recommends saving a regression test set: take the cases where the eval is not failing and make them a dataset you check less frequently, to make sure that when you've changed your rubric, you haven't accidentally made it fail in places that it was succeeding before.
When using a coding agent to improve prompts, pass in your requirements (what you're trying to get done) and an improvement prompt telling it what to work on and how to get better. Good requirements keep the agent honest, so spend time making your evaluator as accurate as possible.
To verify the observability loop works end-to-end, inspect the traces and confirm that both input and output are captured in the response, for example checking that all toys under $9.00 appear.
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Jesse eats egg whites every single day at breakfast, choosing them over whole eggs for convenience since they can be poured straight from a container, and notes six egg whites provide 24 grams of protein.
Jeff recommends walnuts every single day because they have the highest concentration of omega-3 fatty acids compared to other nuts. Omega-3s can help control inflammation and speed up muscle repair and recovery, and — like those found in fish — can improve blood lipid profiles and cholesterol levels.
Jeff eats blueberries every single day, throwing them into his protein shake. Blueberries are a powerful antioxidant, help speed up muscle recovery, and decrease oxidative stress and damage to human muscle progenitor cells — getting less damage to new muscle cells helps you add new muscle. If you train naturally, the most important thing you can do is improve your body's ability to recover from hard workouts.
Jeff eats sweet potatoes every single day because they're a better form of carbohydrate — lower on the glycemic index — and give him good energy to support hard training. They also help satisfy his sweet tooth with satisfaction throughout the day.
Jesse has Greek yogurt every day at lunchtime. It provides around 15 to 25 grams of protein per container and contains all nine essential amino acids, though not all in adequate levels.
Jesse eats plain old-fashioned slow-cooked oats every morning. Switching to oatmeal increased his energy, reduced his muscle cramping tremendously (attributed to magnesium), and zero-sugar oats prevent the post-breakfast energy crash.
When a comment is ambiguous, it may just be bad phrasing rather than an insult. Assume positive intent: raising your guard only makes you feel and look tense and insecure. Respond positively to the surface of the comment — this avoids arguments that weren't there, sets a positive tone, and works for passive-aggressive remarks too.
Repeat mutational analysis should be done on all patients at relapse to find targeted therapies. In about 5% of cases NPM1 is lost at relapse, so the analysis matters; KMT2A is detected at relapse in 100% of cases, so repeat analysis is probably less important for KMT2A — though some KMT2A-rearranged cases can be missed at diagnosis, which is another reason to test at relapse. If a patient acquires a FLT3 mutation at relapse, the treatment would be different.
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When treating patients with menin inhibitors without high-dose cytarabine combination, give prophylaxis with IT chemo to prevent CNS leukemia, since menin inhibitors do not cross the blood-brain barrier.
Consequential creator advice requires independent verification before Today can promote it.
The standard of care for NPM1-mutated monocytic AML is HMA plus venetoclax. It is very important to try to reduce the count before starting HMA and venetoclax; hydroxyurea (hydrea) can be used to control leukocytosis before starting the regimen.
Consequential creator advice requires independent verification before Today can promote it.
On Friday team dials, have every SDR dial at the exact same time from 9-10 a.m., post any booked meetings in a public channel, and run team vs. team or manager vs. rep competitions. The public sales channel creates social pressure to dial.
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Armand recommends that messaging tweaks should come from SDRs, not the SDR leader, because reps on calls receive 'haptic feedback' from the market while the leader is coaching and not in the deals. He also suggests that if reps can't sell yet, a top rep should write the first pass of the messaging, with the manager moving response rates from 6% to 10% and reps taking it from 10% to 15%.
Have your executive ask the customer executive how you can be a great partner. Also have them ask how funding gets unlocked for the initiative, then cross-reference with what your champion said — 'get all the liars in one room.' When surfacing inconsistencies, say: 'I've heard that funding gets unlocked in this way. Someone else told me that actually it's this person's budget who signs. I'm kind of confused guys.' — without naming names.
Take your book of accounts and identify which ones have room for new products, room for new seats, or room for a price increase based on a new structure. Then, based on where that white space exists, map which of the four triggers exist in each account (e.g., a new use case to get more seats in the SDR org or new products into the AE org) and use the triggers to activate the white space.
Warrick's demo sequence for proving durability: kill the worker to take the service offline, submit an approval while offline (the event is tracked and queued on its own data store off of the service), bring the service back up, and verify the event log is replayed — not redone — up to the point it left off, so the queued step knows the person approved it and the order was assigned and delivered.
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