If the LLM plus a tool can do the job, then that fights the narrative that "LLMs are a dead end" which was the original thesis. The tool in these cases is also computationally cheap compared to the LLM (not always).

RT @GarryPNolan: Solid tumors are often considered "cold"-- meaning there is no inherent inflammation that attracts the "good" immune cells…

I mentioned Deepwriter AI before, but I feel compelled to recommend it again. It’s incredibly good for writing long research articles & papers! I still haven’t seen anything better! I am always impressed with it! Highly recommend it for anyone interested. app.deepwriter.com/

RT @GarryPNolan: Cancer doesn't know who you are when it strikes. It is indiscriminate. It can take the best of us at any moment. The…

Yes @DeepwriterAI

These guys (team of three) are pretty good. I’ve been impressed with DeepWriter.

To my immunologist and biomedicine colleagues —at the very least, for making scientific illustrations that are spot on... from your own PDFs or summaries of the literature, I've yet to see anything better. DeepWriter is not an LLM itself- it sits on top of other LLMs and does the agentic work (right now it uses Gemini 2.5, but can use Gemini 3 or other LLMs at some point, I understand). For reports and work I do, it's better than any of the "AI Scientists" I've seen so far. And the great thing is... as other LLMs improve, the DeepWriter overlay improves. And this is just for science. I've used it for many other things as well. It's fantastic. If you are a VC or seed fund, I'd seriously look at these guys. Public service announcement —I hold no equity or monetary-compensated position with DeepWriter, but I have been advising them on how to nudge it toward better-written reports. The illustration work they did shocked me at how accurate it can be. I want them to succeed because I can already see how essential what they have is to my work. The illustration below is from a prompt I asked them to generate about tertiary lymphoid structures. I've used their illustrations in several of my recent biomedical talks.

We have seen it too and it's humbling for those of us ushering in these truly awesome tools. We have a great responsibility to get it right. What is coming exceeds even our most wild visions.

chat, what's going on right now? is something happening?

This is amazing! I'm a big fan of @DeepwriterAI, and the figure mentioned is extraordinary, as Prof. Gary Nolan also pointed out!

This is genuinely impressive. DeepWriter feels less like a chatbot and more like a serious research and writing partner. The agentic setup, long-form coherence, and depth are exactly what most tools still struggle with. You can realistically write full-blown, high-quality books with this. Not outlines. Not fragments. Actual long-form work that stays sharp, structured, and thoughtful from start to finish. If you care about deep research, real thinking, and sustained writing, this is a big deal.