Lessons from Building Claude Code: Prompt Caching Is Everything
To view keyboard shortcuts, press question mark View keyboard shortcuts Lessons from Building Claude Code: Prompt Caching Is Everything Thariq @trq212 · Feb 19 · Follow 161 601 4.9K 1.9M It is often said in engineering that "Cache Rules Everything Around Me", and the same rule holds for agents. Long running agentic products like Claude Code are made feasible by prompt caching which allows us to reuse computation from previous roundtrips and significantly decrease latency and cost. What is prompt caching, how does it work and how do you implement it technically? Read more in @RLanceMartin's piece on prompt caching and our new auto-caching launch. At Claude Code, we build our entire harness around prompt caching. A high prompt cache hit rate decreases costs and helps us create more generous rate limits for our subscription plans, so we run alerts on our prompt cache hit rate and declare SEVs if they're too low. These are the (often unintuitive) lessons we've learned from optimizing pro
It is often said in engineering that "Cache Rules Everything Around Me", and the same rule holds for agents. Long running agentic products like Claude Code are made feasible by prompt caching which allows us to reuse computation from previous roundtrips and significantly decrease latency and cost. What is prompt caching, how does it work and how do you implement it technically? Read more in @RLanceMartin's piece on prompt caching and our new auto-caching launch. At Claude Code, we build our entire harness around prompt caching. A high prompt cache hit rate decreases costs and helps us…
related reading
- Thariq on X: "Lessons from Building Claude Code: Prompt Caching Is Everything " / Xx.com
- How I Use Claude Code | Philipp Spiessspiess.dev
- A Guide to Claude Code 2.0 and getting better at using coding agents – sankalp's blogsankalp.bearblog.dev
- Best practices for Claude Code - Claude Code Docsanthropic.com
- Maximizing the value of your Claude Code sessionsclaude.com
- claude code is not making your product betterethanding.substack.com
- Prompt cachingdocs.anthropic.com
- Effective harnesses for long-running agents \ Anthropicanthropic.com
- Prompting best practicesdocs.anthropic.com
- Effective context engineering for AI agents \ Anthropicanthropic.com
- Building Effective AI Agents \ Anthropicanthropic.com
- How Claude Code is built - by Gergely Orosznewsletter.pragmaticengineer.com