ChatGPT rolled out some kind of year in review thing today, and this was the reward I got from it. I'm not sure what it's going for here...

Very basic, less than 30 minutes to go through everything, aimed at complete beginners to make sure you have a basic understanding of HTML, the core of the web

pulled this from a newsletter, seems interesting, going to have to try it. What do you all think? Does it hit all the boxes? Let Claude Code do your app security Making sure your “vibe coded” app is secure, stable, and hacker-proof, is essential if you want to launch real applications even as a non developer. The goal is to let AI do the heavy lifting but you need to point it in the right direction. So here’s what you need to be aware of: ✅API routes security → are api routes on the server-side and not exposed on the client-side, meaning anyone can view them and manipulate them? ✅Hard-coded API keys → api keys should be securely stored in the .env or server-side (Vercel) fro peoduction ✅Input validation & sanitization → are you checking if the input (length and type) being typed in by the user in forms, AI features, and across the app is valid? ✅Rate limiting → are you limiting the amount of requests per minute your users can do? ✅No auth on internal endpoints → make sure all endpoints have authentication protection ✅Debug code logged to console → do you have debug snippets showing in the console? And here’s what you should do next: 1. Go to GrokAI and ask it to give you the most important things to do to secure your nextjs, react native, or other application, and give the examples above 2. Open Cursor and open the Claude Code extension (you need to install it first) 3. Type /init so the agent creates an overview of your codebase in a CLAUDE.md file 4. Ask it to run a deep security assessment of the project considering the best practices detailed by GrokAI, and instruct it to write everything up split in phases in a new security-assessment.md doc 5. Open a Cursor chat with GPT5.1-Codex-Max in PLAN mode, and ask to read the security-assessment.md doc and create a detailed implementation plan for phase 1 6. Sit back and relax – it will start implementing the changes and instruct you what to do on your end (setting up external services like Upstash Redis and QStash…) 7. IMPORTANT: Commit and push the changes to your GitHub repository 8. Move on to phase 2 and repeat the process from step 5-7

Thanks to @J Stevenson for sharing this with me. This is a place that hosts a bunch of contests and content for pushing the frontier of AI. Lots to digest in here, very cool to see how people are applying these tools https://www.kaggle.com/competitions

"A day in the life" from NotebookLM, one way I use this to help me record some data from my day of sourcing. I used a small mic system I have that has built in memory. I recorded for about 12 hours, drive to auction, at auction, review of bids, and on way back from auction. I will post links and I think people can click the links to view the content, in a limited means, on NotebookLM I'll see if I can post an audio overview, and the video overview. these were both done with very little prompting, and was zero shot(no examples of output given to AI) let me know if it works, and what you think of the idea, and the content. I really like it.