
mufeed vh
1.4K posts

mufeed vh
@mufeedvh
cyber arms dealer @winfunction (YC S24)







I made a programming language out of M&Ms. 🔴🟠🟡🟢🔵 You arrange candy by color and position, take a photo, and it becomes code. Built the full thing end-to-end: - interpreter - compiler to candy-sheet images - reverse parser - AST + execution trace - browser demo It is completely useless and I love it. Blog link in first reply.


I packaged up the "autoresearch" project into a new self-contained minimal repo if people would like to play over the weekend. It's basically nanochat LLM training core stripped down to a single-GPU, one file version of ~630 lines of code, then: - the human iterates on the prompt (.md) - the AI agent iterates on the training code (.py) The goal is to engineer your agents to make the fastest research progress indefinitely and without any of your own involvement. In the image, every dot is a complete LLM training run that lasts exactly 5 minutes. The agent works in an autonomous loop on a git feature branch and accumulates git commits to the training script as it finds better settings (of lower validation loss by the end) of the neural network architecture, the optimizer, all the hyperparameters, etc. You can imagine comparing the research progress of different prompts, different agents, etc. github.com/karpathy/autor… Part code, part sci-fi, and a pinch of psychosis :)

I made a programming language out of M&Ms. 🔴🟠🟡🟢🔵 You arrange candy by color and position, take a photo, and it becomes code. Built the full thing end-to-end: - interpreter - compiler to candy-sheet images - reverse parser - AST + execution trace - browser demo It is completely useless and I love it. Blog link in first reply.


We partnered with Mozilla to test Claude's ability to find security vulnerabilities in Firefox. Opus 4.6 found 22 vulnerabilities in just two weeks. Of these, 14 were high-severity, representing a fifth of all high-severity bugs Mozilla remediated in 2025.



How a single typo led to RCE in Firefox Can you spot the bug? Read now at: kqx.io/post/firefox0d…












