A/B tests take weeks to run. What if real-data-driven AI personas could predict the outcome in advance? Title: Data-Driven Persona-Conditioned Agents for A/B Test Simulation URL: ❓ What question format works best for AI personas? 💡 Pairwise evaluation, where the agent directly compares variants, wins clearly: 0.75 accuracy on CTR and 0.80 on subscription tests. Independent scoring drops to around 0.40. ❓ Do you need proprietary data to build good personas? 💡 Open e-commerce data matched proprietary data almost as well. But out-of-domain data (movie reviews) hurt accuracy, showing domain match really matters. ❓ Is it better to go deep on behavior data or wide on demographic diversity? 💡 A "deep pool" of highly engaged users won for CTR prediction, but for subscription tests, a demographically diverse pool performed just as well. ❓ Can you cut costs by using fewer personas? 💡 Yes — subsampling from 935 down to 500 personas kept accuracy nearly unchanged, roughly halving simulation cost. #ABTesting# #LLMAgents#

AI unlocks insane product velocity But so much of it is being wasted. Startups need to spend more time: 1. New sales pitch training - operationalizing how that leads to changes in the sales pitch + training 2. On Acquisition Funnels - the way you’re AB testing marketing funnels to acquire customers 3. Upsell motion - identifying signals in the data to prioritize customers for upsell and getting your teams upsell motion nailed 4. Product marketing - how you’re doing product marketing on a per user basis to drive more engagement and retention And many more

All 200 tests passed. iPhone orders still dropped to zero an hour after launch 😬 👉 The coding agent wrote the checkout and the tests, so they shared the same blind spots. The student marked its own exam. Kane CLI ran the same flow from a single natural language prompt in Chrome, on a real iPhone and on a real Android phone. It caught two bugs the 200 tests missed: a coupon that applied twice, and a Place Order button hidden under the iOS keyboard. Fix, rerun, all 3 runs passed, and the Evidence Pack lands on the pull request. Who’s checking what your coding agent ships? Kane CLI is free to start 👇 #KaneCLI# #AITesting# #AgenticAI# #MobileTesting# #TestMuAI#

American taxpayers, you are not mad enough New York City's largest Medicaid Special Needs Health Plan CONFIRMS all these procedures are covered for transgenders PAID FOR BY TAXPAYERS: - Bottom surgery for masculine - Bottom surgery for feminine - Facial surgeries - Masculinization and feminization body contouring - Fat masculinization feminization - Laser hair removal - Hair grafting - Electrolysis “Medicaid covers this in New York, specifically for our trans and gender nonconforming” “Would it cover people that don't have an identity?” “No, that's why the need for letters to say that you are part of this community and that your doctors are attesting that they are providing you gender-affirming care and hormone replacement therapy” You heard that correctly, a straight person can’t get any of this for free. Taxpayers only pay for it for transgenders I found out that this woman works for Amida Care, which is a nonprofit and is New York City's largest Medicaid Special Needs Health Plan Offers $0 monthly premium and $0 co-payment coverage including dental, vision, mental health, pharmacy and housing support referrals It’s all 100% paid for by the America taxpayers This nonprofit gets about $306 million a year in Medicaid premium revenue, essentially all taxpayer money You should be furious

Aircraft arresting systems—the critical line of defense to stop tactical fighters in an emergency. If these barriers are down, we don't fly. See how they secure the flightline 👇