Learn Big Ideas from Social Sciences, Psychology, Mindset, Philosophy, Literature & Many Other Disciplines in Simple Visuals, Pictures and Quotes.
Joined June 2022
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Deep Flow retweeted
I wanted this week's real AI-in-fashion story, not the hype, so I saved the whole job as a Loop.
In @Teamily_AI, a Loop chains AI agents into a workflow you can run again anytime. Mine finds the story, writes it in my voice, fact-checks every line, then sends it back to me for review before anything goes out.
On the first run, it caught a claim the source couldn't back up. Then I added one rule: no emojis, under 200 characters. When I ran the Loop again, the post came back publish-ready at 199 characters. I never repeated the rule.
A chatbot gives me one answer and forgets my rules. This Loop remembers them every time it runs.
Watch it 馃憞
Deep Flow retweeted
Context grows. Memory doesn鈥檛.
Rock Matrix聽 open-sourced EdgeRock-4B, a text and image reasoning model with attention memory fixed at 72 MiB from 4K to 256K tokens.
Rock Memory Anchors let it recall details long after they leave the local window. EdgeRock-4B achieves 82.9% mean pass@1 on AIME 2024-2026, versus at most 18.8% for the evaluated bounded-state models, including 14B-class models.
By combining recurrent state, local attention, and Rock Memory Anchors (RMA), EdgeRock-4B is designed to preserve important information without letting its attention KV cache grow with every token. The result is a different approach to long-context reasoning, built to make memory use more predictable and efficient.
For AI developers, this could mean serving more requests on the same hardware while supporting longer reasoning tasks. Feel free to download EdgeRock-4B and give it a try!
There is a quiet weight that lifts off your chest the exact moment you realize your family never has to worry about a bill again.
Most guys talk about making it big for the cars, the clothes, or the status, but the real drive is always much closer to home.
It is about looking at the people who sacrificed everything to give you a chance, and finally being able to tell them that their shift is over.
Seeing the relief in a mother鈥檚 eyes or watching a father realize he can finally stop trading his health for a paycheck is the ultimate form of success imho.
That kind of freedom changes the entire family legacy forever, turning years of silent stress into absolute peace of mind.
Every late night and every failed attempt suddenly makes sense when it pays off in the form of your family's security.
