Monday through Friday
[Name] test email #1
This newsletter was brought to you byCoChatThat subject line wasnât a mistake, but points to you if you remember that HBO intern. Weâre talking about smarter A/B testing in todayâs Product Highlight.
But first, some good news.
- Google Maps is getting AI-driven updates. Your move, TikTok.
- UO is selling âvintageâ iPods. đ€·ââïžNeeds the âWhen We Were Youngâ playlist.
- Boston Dynamics turned Spot into a guide with ChatGPT. Alfred in the next Batman?
A UI that changes for its user
Ah, the old A/B test. Itâs been a staple in the back pockets of product people, marketers, and designers for years.
But if AI has its way, the A/B test will soon look as old as a 2013 CD-Rom with Photoshop.
Reinforcement Learning (RL) has entered the chat, and makers can now use it to do real-time personalization. RL is an area of machine learning concerned with decision-making â learning the optimal behavior to obtain the maximum reward, per Synopsys. Applied to tech apps, it can look like each user seeing a UI that is most likely to get them to press âadd to cart," in real-time.
That's the idea behind flowRL. It's a new product that makers can integrate into their products to leverage Reinforcement Learning.
âWe use Reinforcement Learning to predict the best UI Variants (of the ones you set up in code) for each user⊠our model automatically adapts the interface to drive metrics of your choice!â explains maker Alexey Primechaev.
But is it just a bunch of A/B tests happening really fast? Not exactly.
âTraditional A/B testing tools⊠typically estimate which version performs better on *average* for all users. In contrast, flowRL uses Reinforcement Learning to go beyond averages and tailor experiences for each individual,â writes flowRL CEO Fred Kurdov.
Getting into the depths of RL sounds like a better job for our AI newsletter, but the highlight here is that flowRL says it can give products a 2â3Ă target metric uplift.
Share agents, not your machine

CoChat connects your local OpenClaw to a shared workspace so your team can run agents together, review outputs side-by-side, and iterate in real time â no SSH access to your laptop required.
Bring every instance into one hub: local OpenClaw, KiloClaw, multiple machines. Same agents, shared context, zero stepping on toes. Donât want it running on personal devices? Deploy managed, containerized OpenClaw instances with real access controls.
Claude, GPT, Gemini â switch models mid-conversation and compare outputs in one thread.

- Let AI give you Halloween costume ideas.
- NANI lets you turn a spare phone into a baby monitor with unlimited monitors.
- Timestripe Spaces wants to help you connect your daily tasks to your long-term goals.

- Phase is a Framer template that simplifies the process of creating documentation.
- Baseless is a new no-code tool to build apps on top of Google Sheets and Airtable.
- Wasp launched a full-stack auth solution for React, Node.js, and Prisma stack with everything from UI to the database models.
- ICYMI, you can now add a ScreensSpace Story to your launch page.
Want more of the best maker tools + Product Hunt tips delivered to your inbox? Sign up for The Maker's Newsletter.
Monday through Friday
Our ultra-fast Daily: Three takes on new products. Yesterdayâs top ten launches. Thatâs it.
