I’ve experienced this over and over again to strongly believe it.

I genuinely wonder if throwing LLMs at this problem would solve it at least to some extent. Make a LLM agent whose sole purpose is to act as a librarian. It periodically reviews _all_ of the wiki and validates them against codebases, newer docs, anything. Whatever it finds, it should be allowed to intelligently quiz the team/dev whether something is right/stale/wrong and updated it accordingly.

If one tolerates that toil - answering questions of a library bot, would it result in a usable wiki base?

But, as a frustrated EU resident lamenting a lack of European option(Mistral is just not competitive enough), I will spread my money towards the Chinese models as well. Thank you Murica! You achieved your soft power by pushing us towards the Chinese :-)

This protectionism and hypocrisy (free markets and freedom!! Until it is us who needs to practice what we preach) is so tiring. I wish European nations would come together closer and put their differences aside and realise larger things together. Become the new power that the US is clearly stumbling away from being.

It has been close to unusable for anything serious. I did really like the ability of Gemini-pro models to ground their research using Google Search. This meant that they were often much more thorough and up to date in their recommendations and finding solutions that came to life after the models themselves were trained. But even using Gemini as a reviewer was a weak point in my harness because of the poor reliability of their service (529 or 503).

I’ve since paid for a search API(linkup, exa, and valyu) and hooked them up to Deepseekv4-pro. It has been doing a stellar job.

The key was to prompt them to systematically use search to validate their answers(not simply “use the tool”, but something like find possibilities using web search, then once you formulate a solution, validate it with this check list -

1. Is there a better way to do this in 2026?

2. Are the libraries and its docs you’re using up to date?

This seems to help very much based on experience.

How can I automate things behind an SSO wall? Even if it means I manually authorize it once and watch it do things on its own..

Don’t get me wrong. I wish I could run a local model and be happy about it. At the moment, I’m not.

I’m looking for that news article in the next weeks…

Repo reference here: https://github.com/aravindhsampath/agentic-template

I know SpaceX, Anthropic, and OpenAI will probably be a drop in the bucket in terms of scale of these funds, (free float % etc). But, is it realistic to take the money out of index funds for a bit until the price of these new stocks come crashing eventually?

As is most things in engineering, this is a trade-off and the line where buy vs build exists somewhere to be found and justified. Sure AI moves the line closer to build these days.

I thought Google would use their playbook of search - initially, everything works so good like magic until they enshittify the service by auctioning the results to who pay the most. This time around they are so bold they start from shit..

Sorry for the tone. It was a rant not to sound like an unthankful freeloader, but highlight the outsider perspective. The project can prioritize what they want of course.

Would the iPad still be that days long, cohesive device is another story.. it Apple cannot have their cake and eat it too.

And

https://github.com/toon-format/toon

Mostly for myself to use for my hobby. Sharing with everyone because I find it genuinely useful.

Yes, it is coded with assistance of LLMs, but I care for the details and it is not vibe-coded in hours.

https://hobbyboard.aravindh.net/

GitHub: https://github.com/aravindhsampath/hobbyboard

Demo (resets every hour): https://demo.hobbyboard.aravindh.net/

Almost ready to do a show HN :-)