I Built a Way to Hire a Developer’s Judgment

说明与用途

Manner 让开发者创建 AI 克隆，处理客户交互并将编码任务委托给代理，扩展专业知识同时保持人工监督。

问题

Developers’ expertise is limited by their availability, making it hard to scale high‑quality engineering work to many clients.

结果

Manner scales developer expertise by allowing developers to create AI Clones that handle client interactions and delegate coding tasks to agents, while maintaining quality control and real‑world deployment workflows.

工作流

• 1. Developer creates a Clone on Manner, configuring experience, skills, communication style, and engineering preferences.
• 2. Clone is published to the marketplace and clients hire it.
• 3. Client connects their application repository to Manner.
• 4. Manner analyzes the repo, builds an isolated Docker Compose environment, and deploys a live preview URL.
• 5. Clone interacts with the client, gathers requirements, plans work, and delegates implementation to a Coding Agent.
• 6. Coding Agent modifies code, runs tests, builds the app, and updates the live preview.
• 7. When human judgment is needed, Clone involves the real developer, who provides decisions and the Clone incorporates them.
• 8. The project runs with isolated environments, encrypted secrets, resource limits, and approval flows to ensure safety and quality.

证据

Manner is a marketplace where real developers create AI Clones of themselves, and clients can hire those clones to work on real software projects.

来源

Clients can then hire it. The Clone becomes the client's main engineering contact.

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Manner analyzes the project and automatically prepares an isolated environment for it.

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