brn-maker

I asked myself: if I'm shipping with AI agents every day, why can't I see what I actually built this week? So I built a command center for it. No React. No Node. No cloud. Just open index.html. Here's what's inside 🧵

Drop a like if you’re watching this weekend. What’s one thing you want to understand better about LLMs? (tokenization, RLHF, data, etc.) RT to help others level up. Follow for more high-signal AI breakdowns.

Pro tip: Watch with chapters on. Pause and replay the data pipeline & RLHF parts. Then try implementing one concept immediately (even a tiny script). That’s how it sticks. The gap between watchers and doers is massive.

This 2-hour Stanford lecture by Yann Dubois just dropped the entire playbook on how LLMs like ChatGPT & Claude are actually built. Everything, Most “AI experts” haven’t seen this level of clarity. Bookmark it. Watch it today.

@killix Context saturation with its own failed attempts is the silent killing The model doesn't just forget, it starts treating its earlier wrong paths as "proven" ground truth and doubles down.

@brn_maker Context filling up is the wall, and it fills with the loop's own failed attempts before cost ever bites. The model keeps trusting its earlier wrong guesses, so it can't climb out alone. The human reset works because someone outside the loop picks which step actually ships.

Everyone's panicking about "AI loops" – models training on their own output, recursive agents, self-improvement spirals. The doomers say it's model collapse or FOOM. They're wrong. AI loops are the most overhyped nothingburger in tech right now.

Bottom line: AI loops aren't runaway superintelligence. They're iterative refinement with better statistics. Stop fearing the mirror. Start using it.The sky isn't falling. It's just getting a better autocorrect. What am I missing?

The real danger? Regulators and safetyists trying to "break the loops" with heavy-handed rules. That creates brittle, lobotomized models. Let them iterate. Messy feedback is how intelligence grows.

Props to @viktoroddy for dropping this. RT if you're building something with this. What’s the first site you’re making?

Who this is perfect for: • Freelancers charging premium rates • Founders building landing pages • Creators selling digital products • Anyone tired of boring static sites The barrier to pro-looking animated websites just got obliterated.

A 16-min tutorial showing how to build cinematic $10k websites using Google Gemini 3.1 + ByteDance Seedance 2.0. From prompt → fully animated, responsive marketing site in hours. Agencies are cooked.