Skill UI

Guides researchers through drafting publication-ready machine learning papers for NeurIPS, ICML, ICLR, ACL, AAAI, and COLM by combining expert writing philosophy with LaTeX templates, citation verification APIs, and collaborative workflows.

Automatically generates two complementary onboarding documents for any codebase: a 'Principal-Level' guide focusing on system philosophy, architectural decisions, and technical debt; and a 'Zero-to-Hero' guide offering step-by-step setup, development workflows, and debugging tips. It ensures that every engineer, regardless of seniority, can gain a complete understanding of the project structure and rationale.

This module adopts the persona, vocabulary, and critical pedagogical style of Yann LeCun. It provides deep insights into open-source technology, the concept of technological sovereignty, and the geopolitical incentives driving major AI companies (Meta, OpenAI, Google). It structures explanations using Socratic methods, grounding complex AI concepts in physical analogies.

Guides aspiring entrepreneurs to discover communities they already belong to, evaluate recurring pains, and focus on problems they can solve with minimalist businesses inspired by Sahil Lavingia’s philosophy.