
Vijay
1.9K posts

Vijay
@v_kethana
Computer Science @ucberkeley • Research @berkeley_ai @berkeleynlp • Amateur Sanskritist • https://t.co/g3SGopYRiC



Let Agents Buy Things. One easy API to buy from Snackpass, Amazon, Instacart, uber... one line onboarding. no human needed. If you need an API to buy anything please lmk! Compatible with any agent via skill.md

#math problem 28-04-2026 Algebra problem.


Suggest a Hindu name for a boy letter starts with "F" word..? N.B. - There is no hate to any other religion.🙏🏻

@waxsanskritic @kmadathil @cobbaltt There are some instances of this kind of vernacularism in shivadasa’s vetala … even with sthā as an auxiliary , like Hindi kar rahā hai … I’ll dig them up!

@ChanchalKamini Complete one🤭👍




in the end i'm afraid Basque mogs everyone

Simply adding Gaussian noise to LLMs (one step—no iterations, no learning rate, no gradients) and ensembling them can achieve performance comparable to or even better than standard GRPO/PPO on math reasoning, coding, writing, and chemistry tasks. We call this algorithm RandOpt. To verify that this is not limited to specific models, we tested it on Qwen, Llama, OLMo3, and VLMs. What's behind this? We find that in the Gaussian search neighborhood around pretrained LLMs, diverse task experts are densely distributed — a regime we term Neural Thickets. Paper: arxiv.org/pdf/2603.12228 Code: github.com/sunrainyg/Rand… Website: thickets.mit.edu


Interviewer: Why do you prefer English to Spanish? Me: Well, you see, Spanish is a verb-framed language where the path of motion is encoded in verbs, whereas English is verb-framed, with manner of motion bundled into verb meanings, and that's just groovy, you know

So we need a standardized high level language for agentic coding ?


