Long-form analysis at the intersection of AI and life sciences — all spells, sorted by time.
A single AI Agent is reliable. But your cognitive bandwidth caps at 5 parallel threads. Skill Graphs 2.0 introduces a three-layer architecture — atoms (deterministic), molecules (fixed sequence), compounds (strategic autonomy) — turning 5 compound-level tasks into 500 work units. This article breaks down the framework, practical principles, and known limitations.
Anthropic, the UK AI Safety Institute, and the Alan Turing Institute have demonstrated that inserting just 250 carefully crafted documents into training data can plant a permanent backdoor in LLMs ranging from 600M to 13B parameters. Bigger models and more data do not dilute the poison.
# A $15 Paper That Fooled Peer Reviewers — The AI Scientist Has Arrived > **TL;DR**: An AI system that conceives ideas, writes code, runs experiments, and prod