Standardise the layer beneath the tools, not the tools
Build a shared internal platform — access layer, LLM routing, MCP servers, standards — rather than letting every engineer's agent be a private artifact.
WHY IT HOLDS
Shared infrastructure means lessons compound across the org instead of dying with each private session, and centralised routing gives cost control and observability without forcing anyone onto a particular editor. Cloudflare reports weekly merge requests rising from roughly 5,600 to over 8,700 after rollout, with 93% R&D adoption inside a year.
WHAT IT PREVENTS
Fragmented, unaccountable, unobservable agent use.
ADOPTED BY
Cloudflare, Shopify
CAVEATS ON THE EVIDENCE
SOURCES
RING HISTORY
RELATED
DOES THE PRACTICE WORK FOR YOU?
Field reports are not open yet. When they are, you will be able to sign in with GitHub and record whether this practice held on your stack — one report per person, so the counts mean something. Nothing is collected here in the meantime.