Weekly Notes 12/2025
We returned from Langkawi on Wednesday after a week-long vacation. It was a good trip. I had nearly a thousand unread emails, both work and personal when we returned. Around 80% of them are non-critical - newsletters, alerts from GitHub, issue trackers, etc. But I believe in inbox zero, so I had to read the 20% and mark the rest as read. That's a lot of work. It took me almost a day.

- Also, this vacation was good for my neck, even though it wasn't planned for that. I see and recognize how being away from the screens has helped recovery. Pain intensity has reduced considerably; it is at zero while wearing a cervical collar and very low when I am not wearing it. I am still wearing a collar to help me recover. I have yet to start on neck exercises, which I plan to do next week after the next consultation with the doctor.
- It's Echo's gotcha week. I can't believe it's been five years. He is a fantastic dog and an amazing elder brother to Uma and Pathu. Anju baked a cake to celebrate for both Echo and Path. It took 30 seconds for Echo to finish it.
- I have shut down my Mastodon instance and go back to social.lol/@thej
- NMG application for 2025 is closed. We have received 100+ applications for 4.5 Lakh rupees this year. In terms of grant money, this is our biggest year. I will start going through the applications on Monday.
- An interesting thing I noticed this week on Grammarly is that when it fails (for whatever reason), Instead of showing an error message, it defaults to telling you everything is correct—a misleading false positive.
- AWS Bedrock (LLM, etc.) serverless APIs seem like a good place to access running LLM models, especially if you are experimenting and don't have enough money to run a dedicated GPU-based machine to run Ollama+Models. Sadly enough, it doesn't provide OpenAI-compatible API (now defacto API standard for chatting with LLMs on the web). However, Amazon provides an OpenAI-compatible RESTful API translator as a docker image; you can run it or use litellm proxy. Then, add Bedrock to your project or your Open WebUI instance.
- LLMs are evolving fast, so I'm trying many tools, formats, and standards. A few have stood out despite the churn—like Ollama, Open WebUI, lilellm proxy, and the OpenAI API format. For me, all the magic happens behind the APIs or downstream. I love standard interfaces, whether it's UI or API. What's the AI toolset that has stayed with you?