Shift your focus from generating code to governing it: cross-repo review, verifiable tests, and full LLM telemetry are the new basics.
Treat agents like a system: shape their plan early and back them with structured memory, not just faster code-gen.
Agent security is formalizing fast—start treating agents like services with DNS-backed identity, least privilege, and attested runtime before usage scales.
You can now spin up an OpenAI-compatible vLLM endpoint on Hugging Face Jobs in minutes and pay only for the time you use.
If confirmed, OpenAI’s custom inference chip could quietly change your API latency and cost curves—measure now and keep your routing flexible.