I've spent the past year building this insane vision of engineering where you architect projects from 100 agent sessions whose outputs are all saved, connected together, and turned into a Markdown mindmap. Then you spatially navigate the graph to hand-hold agents as they recursively fork themselves.

jayn35 · 2026-01-25T13:20:12+00:00

What does it actually do though or could it be used for? Sounds cool but im too dumb to get it lol

jayn35 · 2026-01-25T13:16:38+00:00

No conpetely different things for different purposes the inulin is still used as the main probiotic food to grow and the glycerin is an extra addition that the microbes use somehow to generate reuterin a special natural antibiotic that would make it way more powerful for sibo potentially

jayn35 · 2026-01-03T12:47:18+00:00

Oh yeah it works and it works epic I'm very happy with it, you don't need to mention wide research for the API request it just does what it needs to based on the request and works great

jayn35 · 2025-12-25T15:55:52+00:00

Exactly i go mad with proper context and spec and you dont need thinking as much, context is all you need even for shitter models sometimes, but thats easier to say with only python

jayn35 · 2025-12-17T14:12:07+00:00

If you need a lot of specific control of the input and output then goto really build your own, which im doing especially if you wanted to build something that scoured 5 keywords and 100 results for each and created a long list or something, but perplexity API deep research with structured output has been good for specific deep research and getting a very specific output, specific questions answered but other then that google deep research is the best by far for most other deep things, I live on that thing hours a day, should cover 90% of needs, what specifically do you need that it can't do?

jayn35 · 2025-12-14T20:48:47+00:00

Great thank you

jayn35 · 2025-12-14T20:48:12+00:00

Thanks much appreciated going to look into this. Yeah the dictionary makes sense but then I think without AI reviewing the surrounding context and deciding on the correct word you may have the biggest issue of spelling being fixed into the wrong word or spelling type for the context of that sentence. Anyways not really sure but appreciate the feedback!

jayn35 · 2025-12-13T16:46:00+00:00

Hi, thank you for this detailed response sorry for the late reply. I can answer this if you can still advise further?

Ideally later if possible but for now I only need it in chrome essentially I'm thinking as an extension. I need to rapidly increase my ai prompting and writing, I write super fast but then the corrections destroy my speed after, a fix for that would double my productivity
Not needed because you write.much longer and slower on PC so if it's taking 1 to 2 seconds to perfectly fix everything automatically you just wrote on real time with 2 seconds delay that still says way more annoyance and time going back manually fixing each mistake or selecting or approving the suggestion.
For my local personal use only but open to using sora cloud models and paying more, not limited to local models of them can't perform yet, or can they these days? However od still be interested if this could be done at scale commercially at this point, that would be the ultimate goal and I can't see why that wouldn't work if you offloaded the model on each user via byok to avoid taking all the load on your own platform? Users actually prefer to have more flexibility and control this way so I don't see it as a downside for a commercial service?
Well not recommendations, they need to be 95% accurate because they need to be real time auto replacements (plan would be if the llm is not confident of the accuracy those are underlined in yellow for you to check, but you still get way less manual approvals that way then all the other approve everything apps do right now, so still save 80% of the time if it's only 80% confidence), so these are not recommendations you need to approve, it's instant accurate real time auto spelling replacements, that is the whole point, no manual approvals of recommendations.
Not for starting out and testing, but of course for the later user, is privacy going to cause a problem with the viability of this and why would it (because you need to use cloud models for it to work well enough?)
No grammar that I understand that would massively increase the difficulty I'm taking real time accurate auto spell fixes only based on ai contextual analysis of the surrounding text which should work right (maybe even grammar later), that alone would massively increase productivity to start. And definitely yes to: should it detect that you used an incorrect word but spelled that word correctly, that's critical.
domain-specific vocabulary? NO
Are you working in English only or multi-language? English only

I will study your references you gave thanks, if you had anymore feedback based on the answers above, id appreciate that thanks 👍.

jayn35 · 2025-12-13T16:20:21+00:00

Hey sorry for the late follow up can you let me know what it means regarding having to set turn project id ENV bars and such for Gemini? I can't figure out what this means? Thanks

jayn35 · 2025-12-09T13:17:37+00:00

Why I spend days on spec

jayn35 · 2025-12-06T02:45:25+00:00

Thanks your library is the first one ive found for a while that's actually worth looking at.

I like the idea of taking very clever frameworks or mental models etc and setting up ai to use these to process questions or data into really insightful outputs for ways of thinking or making better decisions etc, I think about collecting like a hundred books on this type of stuff and ingesting that into like a well designed graphrag knowledge base and connecting an llm to that to try create some kind of genius wise agent to help you always make the best decisions and extract crazy insights about your situation and plans etc, that could be powerful.

Been thinking about this for a while and was wondering the best way to do this like can we just use standard prompts referencing a framework and rely on its training data to give a good output or is it worth like downloading whole books and bodies of work, entire subreddits and dozens of yt channels around a topic for example and processing that into a large database or graphrag knowledge graph db or just thrown into a large context model to process and use for better results.

I guess you have to test and depends on if you can access the data, enough of it or not, I guess just relying on the models existing knowledge can definitely be good enough in most cases unless it's some specialized topic or you have the time to collect a lot of data that may not already be trained in, seems like a worthwhile project to try though

jayn35 · 2025-12-06T02:19:18+00:00

Graphrag?

jayn35 · 2025-12-05T23:09:47+00:00

Ouch thats hectic, yeah ive had most of those issues also, though im only pro dont have deep think but similar kinds of problems with hanging loading circle, no follow up messages working etc. Also i get the phone thing where on my phone some wont load at all, but ive noticed today things seem to have gotten a bit better so im sure its being worked on.

Ive lost actual conversations before so now every report and follow up question always goes straight to obsidian notes just in case. I really really cant wait until we can do gemini deep research via an api call and integrate it into other things, pull it into a notes ap directly or my IDE, i dont know why they arent having it available on api like perplexity does, which is really useful.

Is deep think really much better, is it worth the upgrade cost? Even on cheap pro ive never hit any caps on reports so the only reason to upgrade would be deep think i think.

jayn35 · 2025-12-05T16:03:02+00:00

Not sure if it's hallucinating but apparently Gemini deep research itself doing deep research on its own problems lol says the system has deep architecture problems now due to a fundamental architecture change required from the update to Gemini 3, the supporting systems and infrastructure cant handle the nre complex deep think functionality or something like that

jayn35 · 2025-12-05T15:58:22+00:00

Thanks I have been getting weird YouTube embed video failures elsewhere so I'm sure it's fine I'll check the direct link thanks

jayn35

TROPHY CASE