Adaptive Improvement Loop

Summary

Improve through experience. Keep every change governed. This guided walkthrough explores the Apply code CALEB-50 to receive $50 of compute for only $5. That's a 90% discount on your initial top up. RRSI: Regularized Recursive Self- AI agents just crossed a major line. AutoBots grade their own work, learn from real results, fix mistakes, and update their strategy ... Matt Pocock skills v1.3 adds three new skills I find really helpful, and where each fits in the AI software development lifecycle. Static human-curated datasets and fixed harnesses have become the primary bottleneck limiting the post-training frontier of ... Computer, load up celery man. Can AI build AI? Yes, and it already is. Sort of. I showcase the ability of AI agents claude code ... Want to dive deeper? This curriculum is covered in the following online courses: - Agentic AI professional education course: ... Agents are useful because they can take action, but getting them to do valuable work reliably takes more than giving a model ... You already use AI. Make it run without you: skool.com/scrapes Be the brand AI recommends: dub.sh/rankspot-yt ... A changing project needs disciplined feedback and clear escalation rules. LESSON 09 | Net Positive Megaproject Management ...