Meta introduces an "organizational second brain" architecture that captures and compounds expert knowledge through a decoupled knowledge layer and self-improvement loop, eliminating the need for model retraining.
Let LLMs freely hallucinate tags, then map them to your real vocabulary via vector similarity, solving traditional classification's generalization limits.
Shopify's CEO shares how their internal AI coding agent River, through a fully public collaboration model, transforms the entire company into a large-scale 'osmosis learning' workshop, revealing a novel paradigm for AI tool usage within organizations.
LLM powered autonomous agents combine planning, memory, and tool usage, showcasing their potential in handling complex tasks and indicating a significant shift in work methodologies.