AI shopping agents only work when you already know what you want, and most shopping doesn't start that way.
Dalet Labs just raised $7M from Lightspeed to build for the moments you have no idea.
Their app scene shows you a feed of pictures made around your taste, learns from what you tap, and lets you buy anything that catches your eye right inside the app.
AI has a memory problem.
EdgeRock-4B tackles it with fixed-size history storage, achieving 82.9% mean pass@1 on AIME 2024–2026, versus at most 18.8% for the evaluated bounded-state models, including models in the 14B class.
It supports text and image reasoning without continually expanding that storage.
AI needs better notes.
EdgeRock-4B learns which details to keep so it can revisit them later—without growing its KV cache as context expands.
Here’s why that matters:
Bigger AI doesn’t always win.
EdgeRock-4B reports 82.9% mean pass@1 on AIME 2024–2026.
The strongest fixed-history rival tested, RWKV-7 G1j 13.3B, scored 18.8%.
Here’s what EdgeRock does differently:
Investing questions you shouldn't ask AI for:
• What stock should I buy?
• Is this company undervalued?
• Where do you see gold in 5 years?
Investing questions you should ask AI for:
If I were building a portfolio from scratch today:
I wouldn't put it in cash.
I wouldn't go all in on Bitcoin.
I wouldn't chase the hottest stock.
I'd build 3 specific layers…
Here's the exact setup:
I’ve been trading for 9+ years.
I’ve blown accounts, chased trades, and jumped between strategies.
Now I can make $250+ a day before most people eat breakfast.
Here’s every trading tip I wish someone told me when I started:
🚨BREAKING: Claude can now help you build an Instagram page from scratch and hit revenue in 120 days — without showing your face, and posting is free.
Imagine a page with 500k followers. One post reaches over half a million people. That reach is valuable to you and to companies worldwide. You’re still early — like real estate in the 1980s or crypto in 2014.
Over 5 billion people use social media monthly, but only 1% create content. Even if that doubled, you’d be ahead of 98%. Don’t look back in 5 years wishing you’d started. Make the promise today.
If my 84-year-old Dad wanted to make an extra $10,000/month…
I’d never suggest ATMs.
I’d avoid vending machines.
I’d stay away from day trading.
Instead, I’d show him this hands-off side hustle (that pays me $25k/month).
Here’s the simple setup:
Cancel your plans tonight.
Do this instead:
• Start a faceless Instagram page
• Block everyone you know
• Post daily for a year
You can hit $10k/month in 6 months.
Here are the 7 steps to get you started: