Viewing profile — kanodiaayush

I've found Opus 4.8 and Fable 5 both difficult to learn from purely because of how annoying their writing style is. I'm finding GPT 5.6 Sol to be much better for this.

It stands out to me that this page itself is wonderful to go through (the telling of the product through model generated images).

https://kerns.ai/ - Get answers to questions with citations, visualize papers/books/reports. Wondering if there are other similar tools out there which people love, and why ChatGPT…

If we use prompt caching - isn't a largish MCP tools section just like a fixed token penalty in return for higher speed at runtime, because tools don't need to be discovered on dem…

This is very interesting — what's an example query and metadata update you've made? Now I'm thinking if I would do this.

This is interesting. Do you mean this is like chat with your book, or these are books you've already finished reading which you have a query over to ask? And does it search raw boo…

I'm loving summarization of articles using their chatbot! Wow!

Kerns ( https://kerns.ai ) — a research environment for deeply understanding topics across multiple sources. Upload papers, articles, or books into a workspace that persists across…

When I do real research — reading papers, books, or trying to understand a complex topic — it never happens in one sitting. I explore a bit, get interrupted, come back days later, …

Deep research rarely happens in a single pass. For high-stakes work, or to deeply understand something, you run many deep researches in parallel, revisit them over time, and synthe…

Most research tools help you collect links. Kerns is built for ongoing research. You define topics and sources once. Kerns continuously tracks them over time, surfaces what changes…

LLMs are a great way to understand things with. Current methods are however engineered only for brief chat like interactions, whereas deep understanding requires continuous researc…

LLMs make us feel like we can learn anything, but chat is just one primitive. I'm trying to build interfaces which let us cover a topic our sources at length with AI. These interfa…

I'm building out Kerns, an AI environment for research. You can seed a space with a topic and multiple source documents, and complete your research completely in one space. There's…

Similar stuff my end; I'm coding up a complex feature - Claude would have taken fewer interventions on my part, and would have been non buggy right off the bat. But apart from that…

yeah testing it out! good to know the above. My feel also is that claude is better so far.

I don't really understand the amount of ongoing negativity in the comments. This is not the first time a product has been near copied, and the experience for me is far superior to …

Thanks a lot! Thanks for the feedback. URLs already show up as links if the agent decides to do a search and find refs when making the mind map. I'll work on adding images, thanks!…

Thanks, good to know! I wonder if you ended up using AI note taking too and if you were able to compare..

I'm building out Kerns, as an AI environment for research. You can seed a space with a topic and multiple source documents, and complete your research completely in one space. Ther…

I'm really excited to try out your deep research apis, the benchmark results look really interesting and the pricing is compelling.

I also realised I forgot to commend you; I think this is a useful interface! Kudos on building it! I'm working on something very related myself. I think in general these things sho…

I tried it, I have tried a very similar but still different use case. I wonder if you have thoughts around how much of this is our own context management vs context management for …