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Caching, harnesses, and advisors: Building on Claude at GitHub scale

GitHub's Copilot team ships Claude to millions of developers across chat, CLI, coding agent, and code review, and has become one of the most demanding users of the Claude Platform.

Brad AbramshostMario Rodriguezguest

May 6, 202626mWatch on YouTube

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EPISODE INFO

Released: May 6, 2026
Duration: 26m
Channel: Claude
Watch on YouTube: ▶ Open ↗

EPISODE DESCRIPTION

GitHub's Copilot team ships Claude to millions of developers across chat, CLI, coding agent, and code review, and has become one of the most demanding users of the Claude Platform. GitHub CPO Mario Rodriguez and Anthropic's Brad Abrams break down how the team pushes quality up and costs down at scale, from caching and evaluation to the new Advisor strategy. Walk away with patterns you can apply to your own Claude-powered product.

SPEAKERS

Brad Abrams
host
Anthropic team member and on-stage presenter discussing Claude models, evaluation feedback, and GitHub Copilot integrations.
Mario Rodriguez
guest
Chief Product Officer of GitHub speaking about building GitHub Copilot features at scale using Claude (caching, harnesses, and advisor models).

EPISODE SUMMARY

In this episode of Claude, featuring Brad Abrams and Mario Rodriguez, Caching, harnesses, and advisors: Building on Claude at GitHub scale explores GitHub’s Claude scaling playbook: caching, routing, and evaluation loops GitHub treats prompt caching as the primary cost-and-latency lever, targeting ~94–96% cache hit rates and considering ~70% a likely bug or prompt/tooling regression.

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