An important perspective on the future of AI.
Intelligence is valuable, but the ability to continuously improve through experience is what makes AI truly powerful.
I'd love to see more AI systems evaluated on this capability.
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
@mostofakamal00 Absolutely! Continual learning could be one of the defining capabilities of next-generation AI. The ability to learn from experience and apply that knowledge to new challenges will be a major step forward. Great perspective!
@DanielLenton1@letsunifyai Exactly! AI should become more personalized through continuous interaction, not just rely on stored notes. The ability to naturally adapt to each user's needs over time is what will make AI truly intelligent.
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
🚨 BREAKING: YOUR AI-GENERATED CONTENT IS EASIER TO SPOT THAN YOU THINK.
The predictable structure. The overly polished sentences. The robotic tone.
People are starting to recognize ChatGPT and Claude writing patterns.
Here are 7 powerful prompts to make AI writing sound more natural:
— A Thread 🧵👇👇
1. The Natural Flow Prompt:
You don't always need a bigger production budget to make your marketing content look more put together.
Start with Dreamina Marketing Studio to generate product visuals and creative directions.
Then bring your materials into CapCut PC and shape them into campaign videos.
Dreamina: https://t.co/9ySfmSNiGA
CapCut PC: https://t.co/LCHk9G8Rd2
#CapCutPC #Dreamina
Introducing Claude Fable 5.2 and Claude Mythos 5.2, designed to tackle the most daunting technical challenges.
They’re capable collaborators on ambitious projects in many fields, and show improvements in areas like coding, reasoning, and vision.
Nobody tells you how many tiny jobs come with making one ad. 😂
You come up with the idea, prepare the visuals, edit the footage, fix the details, and somehow still have to think about marketing.
That's pretty much the reality of running a campaign solo. I've been using Dreamina Marketing Studio to create the initial ad visuals, then CapCut PC to handle the post-production side.
A little less outsourcing, a little more control over the whole process.
Dreamina: https://t.co/fylzxHl6jI
CapCut PC: https://t.co/s4oNIch8Vx
#CapCutPC #Dreamina