Agent tooling took a step forward: Claude’s auto mode broadened access, Railway gave agents safe computers, Grok added real connectors, and Claude Code exposed MCP-level costs. Security stayed hot with Perplexity’s Bumblebee scanner and Anthropic’s Glasswing surfacing 10k+ critical vulns. Research pushed on latency with diffusion-style LMs, while hardware constraints loomed large in the background.