Learn AI in 5 minutes a day

This is the easiest way for a busy person wanting to learn AI in as little time as possible:

1. Sign up for The Rundown AI newsletter

2. They send you 5-minute email updates on the latest AI news and how to use it

3. You learn how to become 2x more productive by leveraging AI

Sign up to start learning.

Featured

🚀 AI Research: MIT Unveils SEAL — Language Models That Self-Adapt

MIT researchers have introduced SEAL (Self-Adapting Language Models), a groundbreaking framework enabling LLMs to autonomously generate and apply their own fine-tuning updates—revolutionizing how AI learns and evolves.

🔍 Key Highlights

• Self-Edit Generation
  LLMs generate "self-edits"—structured instructions or synthetic data—containing prompts, hyperparameters, and augmentation strategies for their own tuning.

• Reinforcement Learning Loop
  SEAL uses a reward-based system: it applies self-edits, tests performance on downstream tasks, and reinforces strategies that improve outcomes.

• Persistent Weight Updates
  Results are baked into the model weights via supervised fine-tuning, enabling lasting adaptation—not just temporary improvement.

• Strong Experimental Gains

  • Knowledge Incorporation: QA accuracy rises from ~33% to 47% using single­passage tuning.

  • Few-Shot Learning: SEAL achieves a 72.5% success rate on ARC tasks—vs. 0% for in-context learning and 20% for naïve self-edits.

• Open-Source & Transparent
  Code and details are available publicly on SEAL’s GitHub and project page.

💡 Why It Matters

SEAL marks a crucial shift toward self-improving AI, where models not only think but also learn how to learn. This reduces dependency on external data and retraining, improves long-term adaptability, and mirrors human learning strategies like note-taking and structured study.

⚠️ Caveats & Outlook

• Catastrophic Forgetting:
  Repeated self-edits can overwrite earlier learning—it lacks built-in memory safeguards.

• Resource Intensive:
  The iterative fine-tuning and RL process can be computationally heavy.

• Future Directions:
  Integrating retention strategies (replay buffers, constrained updates) and scaling to larger models will be key for practical deployment.

🔭 My Take

SEAL represents a striking milestone in AI autonomy: LLMs taking ownership of their own learning trajectory. While still early-stage, its promise in continuous adaptation and reduced data reliance hints at a future where models are true lifelong learners. It’s a compelling glimpse of agentic AI in action—but addressing forgetting and compute constraints will be critical to realize its full potential.

Featured

AI News, Tools, & Resources

• Sora - officially launches to the public - create videos from prompts or images

• Fireflies.ai - AI notetaker and transcription for meetings!

• Taskade - Create and Train your own AI Agents!

• AI Tools for Bloggers - Leveraging AI Tools and Pinterest for Success

• ChatGPT - What will it do for you?!

• Grok - Harness powerful AI & generate stunning images

• Gemini 2.0 - Faster and more capable than ever!

• Replit - Take your ideas and turn them into software — no coding required!

• Submagic - lets you create viral shorts in seconds!

• Midjourney - create incredible images from basic prompts!

• MadeByMelo - An inclusive & collaborative space for artists, creators, & gamers

Wallpapers

YouTube

New Etsy Products

Use Promo Code OHMYGLOB for 10% OFF just cuz you are awesome! :)

Know a Book Lover? These Sci-Fi Books are must reads!