base on The best way to get AI coding agents to solve hard problems in complex codebases. <div align="center">  </div> <div align="center"> ## The best way to get Coding Agents to solve hard problems in complex codebases **CodeLayer is an open source IDE that lets you orchestrate AI coding agents.** It comes with battle-tested workflows that enable AI to solve hard problems in large, complex codebases. Built on Claude Code. Open source. Scale from your laptop to your entire team. [](https://github.com/humanlayer/humanlayer) [](https://opensource.org/licenses/Apache-2) <h3> [Join Waitlist](https://humanlayer.dev/code) | [Discord](https://humanlayer.dev/discord) </h3> <img referrerpolicy="no-referrer-when-downgrade" src="https://static.scarf.sh/a.png?x-pxid=fcfc0926-d841-47fb-b8a6-6aba3a6c3228" /> </div> --- > "Our entire company is using CodeLayer now. We're shipping one banger PR after the other. It is so f-ing good. Unbelievable dude." > > **– René Brandel, Founder @ Casco (YC X25)** --- - **Superhuman for Claude Code** - Keyboard-first workflows designed for builders who value speed and control. - **Advanced Context Engineering** - Scale AI-first dev to your entire team, without devolving into a chaotic slop-fest. - **M U L T I C L A U D E** - Run Claude Code sessions in parallel. Worktrees? Done. Remote cloud workers? You got it. --- > "This has improved my productivity (and token consumption) by at least 50%. Taking a superhuman style approach just makes soo much sense. Also, its so freaking cool to look back at all the work you've done in a day." > > **– Tyler Brown, Founder @ Revlo.ai** --- ## From the team that brought you "Context Engineering" Leading experts on getting the most out of today's models. #### [Advanced Context Engineering for Coding Agents](https://github.com/humanlayer/humanlayer) This talk, given at YC on August 20th, 2025 lays out the groundwork for using AI to solve hard problems in complex codebases. - [GitHub](https://github.com/humanlayer/humanlayer) - [YouTube](https://humanlayer.dev/youtube) #### [12 Factor Agents](https://github.com/humanlayer/humanlayer) A set of principles for building reliable and scalable LLM applications, inspired by the original 12-Factor App methodology. - [GitHub](https://github.com/humanlayer/humanlayer) - [YouTube](https://humanlayer.dev/youtube) The original repo that coined the term "context engineering" back in April 2025. #### [🦄 AI That Works](https://humanlayer.dev/podcast) A weekly conversation about how we can all get the most juice out of todays models with @hellovai & @dexhorthy - [GitHub](https://github.com/humanlayer/humanlayer) - [Podcast](https://humanlayer.dev/podcast) --- ## For Teams **Invest in outcomes, not tools.** Want to scale AI-first development to your entire org? Get tailored workflows, custom integrations, and cutting-edge advice. HumanLayer's expert engineers will ship in the trenches with you and your team until everyone is a 100x engineer. 📧 Shoot us an email at **[email protected]**, mention your team size and current AI development stack. --- ## Quick Start ```bash # Coming soon - join the waitlist for early access npx humanlayer join-waitlist --email ... ``` --- ## Legacy Documentation Looking for the HumanLayer SDK documentation? See [humanlayer.md](./humanlayer.md) ## Contributing CodeLayer and the HumanLayer SDK are open-source and we welcome contributions in the form of issues, documentation, pull requests, and more. See [CONTRIBUTING.md](./CONTRIBUTING.md) for more details. ## License The HumanLayer SDK and CodeLayer sources in this repo are licensed under the Apache 2 License. --- <div align="center"> [](https://star-history.com/#humanlayer/humanlayer&Date) </div> ", Assign "at most 3 tags" to the expected json: {"id":"14712","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"