Carlos E. Perez

1/n. I suspect this loop from 4o/4.5 -&gt; Deep Research -&gt; o1/o3 requires an explanation. 🧵 

2/n First you incrementally refine your ideas in a non-reasoning model like GPT-4o or GPT-4.5 (or Claude, Grok, etc.).  It's a discovery through conversation where you are trying to figure out what you want.  You can leverage the following Pattern Language:  https://intuitionmachine.gumroad.com/l/gpt4/6ndg9ax

3/n Once you know what you're looking for, you can have 4o construct a query for you for Deep Research.   Better yet, use the GPT from the book. Here's an example of that process:  https://x.com/IntuitMachine/status/1895431833724277124

4/n Now expect to get a huge dense document out of Deep Research.  You won't have the bandwidth to read through it, but the size should be small enough for o1/o3 to work its reasoning magic. Have it pull in the facts from the Deep Research results and reason about it.

5/n An important thing not to overlook is that iterating through o1/o3 leads to a lot of lift.  Do it through several loops as you continue to "design your knowledge."  This notion of designing knowledge is described in the book: https://intuitionmachine.gumroad.com/l/o1/bt1r8d5

6/n Now once you are happy that you've captured all the semantics that you wish to convey, send the results back into non-reasoning model to conjure up a digested "expository essay."  Sometimes this is an important step to build an intuition behind what o1/o3 cranked out.

7/n Now that you've got you knowledge design, you can continue to have a conversation, refining ideas and potentially going through this loop again!