Been experimenting with AI-generated soundtracks lately — and I think I’ve found something wild. 🎧 turns any reference track into demo-quality pure instrumentals. Paired it with an AI-generated video made via Magi @SandAI_HQ, and it slaps.

I don’t know if HRMs are the answer. But I know they’re asking the right question:.What if AGI won’t come from scale —but from structure?.Not more layers. Just smarter ones. 📄 🔬

And here’s a thought:.What if HRMs could become plug-and-play reasoning units?.You fine-tune one on 1000 examples of some hard logic task, then use it as a tool — not unlike a calculator, but for abstract thought. LLMs predict. HRMs could think for them.

This didn’t just happen in a lab. It happened in public. ARC retweeted the open-source post. 1000+ GitHub stars in 6 days. 1M+ views on launch. 5.0 on ARC-AGI 2 (top 6 globally),.pending verification. Not hype. Traction.

Here’s what’s wild:.HRM’s hierarchy isn’t hardcoded. It emerges after just 1000 training samples. Initially, high-level and low-level modules behave similarly. Then—planning kicks in. Like watching a cortex come online. That’s not scale. That’s intelligence.

Benchmark Results:.• ARC-AGI-1: 40.3% (Claude: 21.2%). • ARC-AGI-2: 5.0% (Claude: 0.9%) → Global Rank #6. • Sudoku Extreme: 55% (others: 0). • Maze-Hard: 74.5%.No pretraining. No CoT. No billion-dollar GPU cluster. Just structure.

Transformers are fast, but forgetful —token-by-token plodders by design. HRM introduces recurrent hierarchy:a slow, high-level planner.a fast, low-level executor, coordinating in cycles. It doesn’t just solves.

Just retweet this post and share your creative ideas in the comments for a chance to win a Mureka Pro membership and 200 points! 🔥I’ll be picking three lucky winners to start their @Mureka_AI journey. Don’t wait – act now!👾.

Mureka V7 isn’t just an upgrade — it feels more like a reminder:What makes AI truly powerful isn’t the sound itself, but its ability to bring the sound in your heart to life. It doesn’t write songs for you —it helps you hear yourself, faster. 🎧 Try it here:.

Beyond more expressive music, V7’s TTS (Text-to-Speech) has also become more natural. Previously, AI singing would “hit the right notes, but miss the feeling.”.Now, even the breath, expression, and articulation are much closer to a real human voice. You’ll actually feel

From a technical perspective, the overall performance of V7 has pleasantly surprised me. Much like human songwriting, the overall creation has become more stylish and distinctive, capable of carrying the weight of culture while also flowing freely within the world of music. It’s

I generated two melodies with the exact same prompt:.• One sounds like a machine stuck on loop,.• The other is as light and airy as wind brushing through falling leaves. In the video, I used the same melody generated by both V6 and V7. V7 immediately brought to mind an image:

Everyone’s scaling up. Sapient chose to rethink the structure itself.27M params. No pretraining. Still beats models 100x its size — not by luck, but by rewiring how reasoning works. If this holds, we’re not in “bigger is better” anymore. We’re in “architecture is leverage.”.

Why settle for stock music when you can have something that’s as unique as your content?.Your vlog music shouldn’t sound like everyone else’s. Make it your own with Mureka. ✨ Try it today 👉 #AIMusic #ContentCreation #MurekaAI.

🎶 No limits — use Mureka to make your own signature sound. Perfect for:.Your next cinematic video.Vlog BGM with style.Creating beats for your next track or music demo.

Not an ad. Find the link yourself, or scroll back through my feed. The point isn’t “use this tool” — it’s stop overthinking which AI to use. Try a few. See which one helps you finish faster.link to try → #ContextAI #AIOfficeSuite.