Readit NewsHave you tried Aristotle on other, non-Lean tasks? Is it better at logical reasoning in general?
Let’s be realistic in our portrayal here.
I expect this decline to continue indefinitely. I also wonder when the stock price will reflect the company's past and projected results.
Langchain is `left-pad` -- a big waste of your time, and Mastra is Next.js -- mostly saving you infrastructure boilerplate if you use it right.
But I think the primary difference is that Python is a very bad language for agent/LLM stuff (e.g. static typesystem, streaming, isomorphic code, strong package management ecosystem is what you want, all of which Python is bad with). And if for some ungodly reason you had to do it in Python, you'd avoid LangChain anyway so you could bolt on strong shim layers to fix Python's shortcomings in a way that won't break when you upgrade packages.
Yes, I know there's LangChain.js. But at that point you might as well use something that isn't a port from Python.
> what would you say indicates a high quality candidate when they are discussing agent harnessing and orchestration?
Anything that shows they understand exactly how data flows through the system (because at some point you're gonna be debugging it). You can even do that with LangChain, but then all you'd be doing is complaining about LangChain.
I literally invoke sglang and vllm in Python. You are supposed to (if not using them over-the-network) use the two fastest inference engines there is via Python.
It gives you an image of Harrison Ford dressed like Indiana Jones.
https://stock.adobe.com/ca/images/adventurer-with-a-whip-and...
Disclaimer: I used to work at Adobe GenAI. Opinions are of my own ofc.
How do you handle this kind of prompt:
“Generate an image of a daring, whip-wielding archaeologist and adventurer, wearing a fedora hat and leather jacket. Here's some back-story about him: With a sharp wit and a knack for languages, he travels the globe in search of ancient artifacts, often racing against rival treasure hunters and battling supernatural forces. His adventures are filled with narrow escapes, booby traps, and encounters with historical and mythical relics. He’s equally at home in a university lecture hall as he is in a jungle temple or a desert ruin, blending academic expertise with fearless action. His journey is as much about uncovering history’s secrets as it is about confronting his own fears and personal demons.”
Try copy-pasting it in any image generation model. It looks awfully like Indiana Jones for all my attempts, yet I've not referenced Indiana Jones even once!
(I get why you need structured generation for smaller LLMs, that makes sense.)
With that said, the model is pretty good at it.