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  • This is Intro

    I am new to this. Happy to be part of dev community. Tagged with software, opensource, ai, programming.

    Dev.to AI1 min read
  • Chalkboard and avatar for ai agents

    Because I find it difficult to read the textual output of agents after each modification or planning, and relate everything to the big picture, I built this simple application (with the help of Claude Code). It is an Electron application that has an integrated terminal linked to the Chalkboard.

    Dev.to AI1 min read
  • Webwright ของ Microsoft: ให้ AI เขียนโค้ดท่องเว็บ แทนที่จะนั่งคลิกทีละครั้ง

    Webwright ของ Microsoft: ให้ AI เขียนโค้ดท่องเว็บ แทนที่จะนั่งคลิกทีละครั้ง โดย Nokka (นก-กา) | 3 ตุลาคม 2569 ถ้าคุณเคยปล่อยให้ AI agent ทำงานบนเว็บยาว ๆ แล้วเห็นมันเริ่มสับสนตอนคลิกที่สี่สิบ คุณไม่ได้คิดไปเอง และงานวิจัยชิ้นหนึ่งจาก Microsoft Research…

    Dev.to AI9 min read
  • Performance Optimization for Real-Time Voice Applications

    Real‑time voice apps—think live streaming, virtual assistants, or interactive gaming—have to juggle a handful of tight constraints. Low latency, high fidelity, and graceful scaling are not optional; they’re the foundation of a great user experience.

    Dev.to AI4 min read
  • MCP Clients Compared: Claude Desktop, Cursor, VS Code, Windsurf, Cline, and Zed

    The Model Context Protocol solved the server-side fragmentation problem so thoroughly that a client-side one replaced it: six popular AI tools now speak MCP, and each one has its own config file, its own UI path, its own rules about where environment variables may come from, and its own tolerance…

    Dev.to AI4 min read
  • Voice AI Platforms for Startups: Cost vs Quality Breakdown

    Why Voice AI Matters for Startups If you’re building a SaaS product, a mobile app, or an interactive voice bot, the ability to generate natural‑sounding speech can be a game‑changer. Voice AI lets you: Add accessibility for users with visual impairments.

    Dev.to AI6 min read
  • Scope chat agents with citations and multi-pass search

    Limit the agent to the conversation that opened the task, keep a citation on every message you use, and search in passes before you summarize. For a project catch-up, Jaime DeLanghe described one keyword spinning off five related searches, then a cluster of interest, then a pared-down set, then the…

    Dev.to AI5 min read
  • Connect Cursor and Claude Code to your internal API over MCP (step by step)

    The first week of using a coding agent against your company's API is always the same: paste the docs URL into the prompt, correct the base path, correct the auth header, correct the pagination type, correct the envelope wrapper, repeat in every new session and every new tool.

    Dev.to AI6 min read
  • The Art of Computer Programming Was Clickbait

    1. Nine o'clock Nine in the morning. A lecture hall, sixty students, one professor, a task on the board. Not quicksort. Not a linked list. Nothing that balances itself. Build a shop. Registration, catalog, basket, payment, and a back end that stays up when the shop is mentioned on television.

    Dev.to AI5 min read
  • HubSpot Rate Limiting: When 429 Blocks Deal Enrichment

    Originally published at aideazz.xyz — cross-posted here with canonical link. A 429 HTTP status code, "You have reached your ten_secondly_rolling limit," hit my hs-watch-manual-emails process recently.

    Dev.to AI6 min read
  • GitOps Explained: How Kubernetes Deployments Become Fully Automated

    You push code to Git. A few minutes later, your application is running in Kubernetes. No manual kubectl apply. No SSH into servers. No copying YAML files. No "Did someone forget to deploy production?" Sounds good, right? This is the idea behind GitOps.

    Dev.to AI6 min read
  • Using Voice Cloning for Personalized Marketing

    Voice‑cloned marketing isn’t science fiction any longer. When you can hand‑craft a brand’s tone, pitch, and even its personality in a few lines of code, you’re giving your audience a more authentic, engaging experience—and you’re doing it at scale.

    Dev.to AI4 min read

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