Cloudflare introduces Code Mode, a technique for giving AI agents access to entire API schemas using only ~1,000 tokens instead of 1.17 million. Models write executable code instead of specifying separate tools, with safe execution in sandboxed Workers isolates.

Jens Axboe used Claude AI to diagnose and fix IO_uring performance issues in AHCI/SCSI code, achieving a 50–80x improvement for idle systems with a single-line fix that prevents ppoll() sleep delays.

Real-world patterns for building agentic knowledge bases that provide AI agents with institutional context — coding playbooks, integration standards, compliance rules. Organizations treat these as purpose-built layers rather than centralized products.