sankalp's blog

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Table of Contents Intro Contest in short Problem intro Why this problem is auto-research-able Learning Enough to Ask Better Questions (Optional) ...

Lore It was mid-May. I was a couple of weeks into catching up on post-training literature and learning reinforcement learning for LLMs in a more bottom-up way. Having done some basic experiments, I was unable to come up with an idea that had the allure to

There was a lot of discourse around Peter's recent tweet. I think the main driver behind this was most people not taking the time to think about Peter's context before comparing it with their own. In this post, I will talk about this "context". Here's you

Fable-5 High You can find Opus 4.8 output after this. From SGD to Muon: An Incremental Tutorial This tutorial builds up to the Muon optimizer one idea at a time. Each section adds exactly one concept on top of the previous one, so by the time we reach Muo

Practical ideas on growing on Twitter from 4+ years of regular posting and observing the timeline.

A deep dive into Claude Code 2.0 features, Opus 4.5 workflows, and context engineering. Learn sub-agents, MCP servers, hooks, skills, and practical tips to boost your AI-assisted coding productivity.

A deep dive into prompt caching - practical tips to improve cache hits and how vLLM's paged attention enables KV-cache reuse across requests via automatic prefix-caching

I forgot to cancel my Midjourney v7 subscription last month. I love Midjourney, amazing model and great product. I have been short on ideas and, honestly, co...