I'm building a database where every AI agent writes to its own branch first. Looking for people to build it with.
Summary
开发者正在构建一个分支式数据库,让每个 AI 代理先在私有分支中自由读写生产数据,随后通过三行级三方合并、读取追踪与 SQL 校验来审查并安全合并更改,目前正在寻找协作者与早期试用者。
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This article systematically reviews AI Agent architecture and engineering practices, covering control flow, context engineering, tool design, memory, multi-agent organization, evaluation, tracing, and security. It is based on the OpenClaw implementation and emphasizes the critical role of Harness (testing and validation infrastructure) for system stability.
This article systematically reviews AI Agent architecture and engineering practices, covering control flow, context engineering, tool design, memory, multi-agent organization, evaluation, tracing, and security. It is based on the OpenClaw implementation and emphasizes the critical role of Harness (testing and validation infrastructure) for system stability.
how are you guys handling database access for analytics/debugging agents?
作者分享为生产环境中执行分析和调试任务的 AI 代理设计数据库访问控制的经验:为每次查询签发可过期的单次权限,并在使用时重新校验,同时指出设计中仍存在的缺口,最后向社区征求其他方案。
@wsl8297: Found an AI programming management tool for teams on GitHub: Trellis. It solves the core pain point of multi-developer AI collaboration—inconsistent project information seen by each developer and AI tool. It takes the long system prompts that were stuffed into CLAUDE.md, AGENTS.md, or .cursorr…
Trellis is an AI programming management tool for teams. It solves the problem of inconsistent project information among AI tools in multi-developer collaboration by structuring spec, task, workflow, and journal. It supports managing multiple AI agents simultaneously and automatically synchronizing project memory.
I got tired of AI agents that just talk in circles, so I'm building a free open-source one. Here's what I've learned so far.
作者因不满现有 AI agent 的空谈表现,开始构建免费开源的轻量级自主 agent「Binary AI」,并分享了速率限制、自主性边界与免费可持续性等开发挑战,现寻求社区测试反馈。
@bozhou_ai: There's a pain point when using AI to write projects: frontend is too easy, backend is too hard. You can generate a page by just saying a sentence, but once you need to create a database, set up user login, file storage, or manage permissions, ordinary people get stuck right away. InsForge is here to fill this gap. YC S26 incubated, a platform specifically for AI programming agents to handle the backend, Apache…
InsForge is an open-source backend platform designed specifically for AI programming agents, providing databases, user authentication, file storage, edge computing, AI gateway, and one-click deployment, enabling AI to independently develop full-stack applications.