🚀 Game changer for @oracle_opz / preferences AI! We’re officially a member of the @circle Alliance the network driving stablecoin adoption 💥 ■ Recognized as top Web3 innovators ■ Early access to new tech & strategic partners ■ Scaling AI, payments, compliance with USDC Why now? Circle’s stamp positions us to lead the next wave of digital asset solutions.

Most days as a founder you don't know if the thing you're building is genuinely useful or if you're just stubborn. The only feedback loop that's helped: do the work the users would do themselves, see if it gets easier.

The hardest part of building isn't the building. It's deciding what to build when every shipped feature was originally something someone smarter than you said was important.

3 months from launch. Customer research was supposed to take 6 weeks. It took 10. So we built the thing that doesn't wait.

Today we shipped our new agentic survey builder. Type in a goal and let us handle the rest. A couple seconds later, 16 questions in your own tone. Deploy the survey to @PreferencesAi's synthetic audience built using @GoogleDeepMind Concordia Framework.

Market research today is slow, expensive, and increasingly unreliable. A standard quant consumer study 1K respondents, global, with segmentation analysis takes 6-12 weeks and costs 50-200K USD. Our solution gets you insights in minutes at a fraction of the cost. Link in bio.

Why we're building Preferences AI. At our last company, every decision was a guess dressed up as data. Six operators arguing about pricing for 90 minutes, splitting the difference, hoping for the best. That is what we want to end. Building with @fkwfung.

Most teams guess. Some teams simulate. The ones simulating skip 4 weeks of panel research and 30K of spend. Privacy first customer simulation built on zero knowledge proofs. We launch June 18. In the trenches with @fkwfung.

Our 100th special. And it's a big one.. @ethermage joining us. Plus other @virtuals_io team members dropping in. If you're in the Virtuals ecosystem, or just want to hear from a chad founder, don't miss this. See you there.

Back again for Virtuals Weekly Episode 100! ➥ The big @virtuals_io team special with @ethermage and friends! ➥ It's finally here! After 50 weeks, two shows every single week without fail, we've reached the big 100 milestone. ➥ We'll spend some time discussing the current state of play across Virtuals with Jansen, the co-founer of the Virtuals protocol. We'll take a look at what the future holds and there's a chance for you to get your questions answers so get them in the comments and we'll pick out the best ones! ➥ We'll have a number of core contributors also joining for a chat. We'll get to know them a little more and hear from them with regards to their work and progresion across Virtuals. ➥ We'll hopefully uncover some alpha so this is one not to be missed. If you've been a part of the show over the last year, it'd be great to have you along for the big 100th episode! ↛. We go live at the below times. Set your reminders in the comments and we look forward to seeing you there; Tuesday 11.30pm Australia Tuesday 9.30pm Asia Monday 1.30pm UTC Monday 5.30am Pacific Time

I never ever would have imagined we'd make it to 100 episodes. 50 weeks, 4-6 hours per week of live @virtuals_io content. We've never missed a show. We've been here through it all. Episode 100 will be a big one for us as we are joined by @ethermage and others from the Virtuals team. It'll be great to chat all things Virtuals and celebrate the 100th Episode. If you've enjoyed the show, supported us in any way, we'd love to have you come along live. All the details in the post below and i'll drop the spaces link in the comments.

370 jewelry buyers surveyed. 4 moves brands need to make: 1. pick a lane, 56% are bold or minimalist 2. blockchain passports for high-value pieces 3. launch a gender-neutral collection 4. 100% transparent pricing eco packaging Full report in comments. ---------------------------------------------------------- Methodology & Limitations Methodology 15-question online survey covering demographics, style preferences, lab-grown diamond attitudes, and purchasing behavior. Questions used multiple-choice, 5-point Likert scales, and one open-text field. 370 respondents completed the survey via several proprietary platforms between 18/04/2026 and 22/04/2026. Quantitative responses were aggregated as frequencies and mean scores; the 204 open-text responses were reviewed for recurring themes. Limitations These findings are directional signals, not representative market data. Statistical precision With n=370, each percentage carries a margin of error of roughly ±4.6 points at 95% confidence. Gaps under ~5 points are not meaningful distinctions. "Heavy Hitter" (28.6%) and "Minimalist" (27.8%) are effectively tied, not evidence of polarization. The 0.16-point gap between Sustainability (3.37) and Personal Meaning (3.21) is better read as "roughly equal" than as a shift in values. Demographic skew. 82.7% of respondents are under 42; only 1.9% are Boomers despite older buyers holding the larger share of luxury purchasing power. Appropriate use Use these findings to generate hypotheses, identify themes worth deeper study, and inform the design of a larger follow-up.

Big news: Preferences AI has been accepted into the @nvidia Inception program! 🚀 The specialized resources and expertise will help us accelerate our AI infrastructure and deliver even greater value to our clients. Onwards and upwards! Tamir, @0xJayHK & Frankie!

We're featured on @APACInnovator! Our cofounder Tamir shared how we're helping brands stop guessing and start predicting through AI powered digital simulations. @0xJayHK couldn't be more proud! Built in Asia, for Asia. Full report link in comments below!

Looking for fast insights? @PreferencesAi by @oracle_opz V2 deployed a quick weekend thumbnail test for the talented @Flash_Dzns (Open for work). Results: 🏆 Winner: Option B ✅ 172 verified votes (Red flags were removed) ✅ 61.5% Preference in active HK/PH markets DM us!

The data has spoken! 💥 Deployed a weekend thumbnail test for talented designer @Flash_Dzns, via @PreferencesAi for V2 and the response from Asia was astonishing. 172 verified votes locked in (disregarded red flags). The winner is clear: Option B. Results: 🏆 Winner: Option B ('Burning' Thumbnail) ✅ 1.6x Outperformance margin ✅ 61.5% Preference in active HK/PH markets Looking for insights in APAC and beyond ? 🗺️🚀 DM us here @oracle_opz, our founders @0xJayHK ,@fkwfung & @TamirOOPZ are always around for a live demo or questions.