AI agents can't teach themselves new tricks - people can
Providing explicit, reusable skills greatly improves AI agents' domain performance; asking agents to invent skills often fails and can worsen outcomes.
Anthropic researchers say the industry should stop building tons of AI agents - the real breakthrough is something simpler
A single general AI agent plus a library of reusable, domain-specific 'skills' provides expertise and standardized workflows without building many specialized agents.
Agent Skills are generally available, enabling reusable domain-specific workflows while VS Code 1.109 adds Copilot Memory preview, Claude Agent support, MCP apps, sandboxing, and auto-approval rules.
Claude Cowork is a macOS AI agent that automates file management and document processing by operating on user-granted directories inside an isolated virtual machine.
