HOPE Engineer

AI cost control is becoming agent infrastructure. - Set spend limits before loops run away - Budget by user, team, or provider - Treat gateways as policy and eval layers Recommended read: blog.cloudflare.com/ai-gateway-spe… Follow for more AI and software insights. #AI #LLMOps #Cloud

@wsl8297 if you use omx(oh-my-codex) i think this is helpful skill for you github.com/rlaope/codex-c… codework workflows have ralplan -> ultragoal -> code-review -> merge pr(hitl) and sync.

GitHub 上挖到一个专为 Codex CLI 打磨的“工作流增强层”——oh-my-codex（OMX），Star 已经 24k+。 它不跟 Codex 抢饭碗，而是在 Codex 之上补齐一整套标准化流程 + 技能系统：把 AI 编程从“会写代码”推进到“能交付结果”，从需求澄清一路顺滑到落地。 它的主线流程很清晰： 1. `$deep-interview`：需求一团雾？先做深度访谈，把边界、目标、约束问透 2. `$ralplan`：把确认后的需求翻译成可执行的架构与实现计划 3. `$ralph` / `$team`： - 选 `ralph`：一个持久化 agent 循环推进，直到完成交付 - 选 `team`：多个 agent 并行协作，把活拆开一起干 底层做的关键增强也很实用： - 常用角色封装成可复用关键词，少配配置，多干活 - 内置标准技能库（`deep-interview / ralplan / team / ralph` 等），开箱即用 - 用 `.omx/` 持久化计划、日志、记忆与运行状态，上下文不再动不动丢失 - 支持用 `AGENTS.md` 给项目“划范围、立规矩”，避免越界发挥 - 集成 `tmux` 做持久化运行时，多 agent 协作更稳、更可控 团队模式尤其值得玩： - `omx team 3:executor "修复失败的测试并验证"` - `omx team status ` - `omx team resume ` 支持同时启动多个 executor 并行干活，进度状态随时可查；会话可恢复，任务不断档。 更多实用工具一并带上： - omx explore：只读检索代码库，可注入 wiki 上下文优先搜索 - omx sparkshell：原生 shell 的检查与有界验证 - omx wiki：本地 markdown 知识库，主打搜索优先而非向量检索 - omx doctor：安装/运行异常的诊断工具 安装也很省事： npm install -g @openai/codex oh-my-codex omx setup omx --madmax --high GitHub：github.com/Yeachan-Heo/oh… 官网：yeachan-heo.github.io/oh-my-codex-we… 推荐组合：macOS/Linux + Codex CLI（Windows 原生支持仍在完善中）。适合已经在用 Codex、想把工作流做得更系统，并把运行时状态管理做扎实的开发者。

if you use omx(oh-my-codex) i think this is helpful skill for you github.com/rlaope/codex-c… codework workflows have ralplan -> ultragoal -> code-review -> merge pr(hitl) and sync.

Hey Founders and Builders ! Looking to connect with people building in: - 📷 SaaS - 📷 AI Tools - 📷 Agentic - 📷 Tech Automation - 📷 Product Development - 📷 Web APP Devs My github github.com/rlaope can i get yours? #BuildinPublic #connect #SaaS #xDrop what you're working on 👇

@smarkform Hi ! i'm rlaope. my github: github.com/rlaope can i get yours?

@rlaope I'm building SmarkForm — an open-source markup-driven form controller. Subforms, dynamic lists, context-aware hotkeys, JSON I/O… Declarative HTML +1 line of JS. < 70KB, no deps. Your layout stays 100% yours. 🚀 DX ✨ UX ♿️ A11Y Join the fun! smarkform.bitifet.net

Hey Founders and Builders. Looking to connect with people building in: 🚀 SaaS 🚀 Tech Automation 🚀 AI tools 🚀 Product Development 🚀 Web APP Devs #BuildinPublic #connect #SaaS #x Drop what you're working on👇

@nimirana1210 Hi ! i'm rlaope. my github: github.com/rlaope can i get yours?

@rlaope Lets connect

@basitaminbhatti Hi ! i'm rlaope. my github: github.com/rlaope can i get yours?

@rlaope Building Ainbae Receipt Upload for WooCommerce A WooCommerce plugin that lets customers upload payment receipts directly from their order page. Currently live and growing. Lets Connect! ainbae.com/plugin/ainbae-…

@Vahan_Drnoyan Hi ! i'm rlaope. my github: github.com/rlaope can i get yours?

@rlaope Hey, Ia m building AI powered knowledge orhanizer app, lets connect.

@shayaan84345 Hi ! i'm rlaope. my github: github.com/rlaope can i get yours?

@rlaope currently building Banao, a community for people in Pakistan shipping real things with AI. love threads like this🤝 if anyone's interested, here's the discord link: discord.gg/DUGVp6WnNA

@gouravbht Hi ! i'm rlaope. my github: github.com/rlaope can i get yours?

@rlaope building Fylla. job applications take forever — not because finding jobs is hard, but because the forms are just repetitive process. fill the same fields. write the same cover letter. tweak the same resume. every time. Fylla does it in one click. fylla.app/?refresh=1

@marceguerra Hi ! i'm rlaope. my github: github.com/rlaope can i get yours?

@rlaope +1

@aybuilds Hi ! i'm rlaope. my github: github.com/rlaope can i get yours?

@rlaope Hey!

@softDev23 Hi ! i'm rlaope. my github: github.com/rlaope can i get yours?

@rlaope Hey HOPE, it's nice to meet you. I just followed you, so let's connect. 😁

@256_rc Hi ! i'm rlaope. my github: github.com/rlaope can i get yours?

@rlaope Hey! Your process is interesting to follow along with. Hopefully we can swap notes sometime

@dragosroua Hi ! i'm rlaope. my github: github.com/rlaope can i get yours?

@rlaope Building an ecosystem of apps, each solving one real life problem for me: dragosroua.com/apps/ Let's connnect!

@bamieater Hi ! i'm rlaope. my github: github.com/rlaope can i get yours?

@rlaope Hi Hope, let's connect. Your name brings a different perspective on Hope Driven Development. 😅

@itzmestarr Hi ! i'm rlaope. my github: github.com/rlaope can i get yours?

@rlaope Let's connect

@operiqos Hi ! i'm rlaope. my github: github.com/rlaope can i get yours?

@rlaope I'm building Tipjournal.com