{
  "id": 5409900,
  "title": "From Prompts to Production: Building Civic-Tech AI Workflows with RICE + CRAFT",
  "url": "https://urgent.news/2026/09/03/from-prompts-to-production-building-civic-tech-ai-workflows-with-rice",
  "topic": "ai",
  "section": "AI",
  "published": "2026-09-03T20:11:53.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/pavithranp12/from-prompts-to-production-building-civic-tech-ai-workflows-with-rice-craft-385f"
  },
  "original_language": "en",
  "account": "The Vibe Coding Workshop - Civic Tech Edition focused on transforming vague AI prompts into structured, reliable workflows using specific frameworks and methodologies. Four practical use cases tackled municipal workflows, policy summarization, budget analysis, and document Q&A systems, all with an emphasis on defining requirements, failure modes, and validation processes before trusting AI outputs.",
  "summary": "I recently completed the Vibe Coding Workshop — Civic Tech Edition , working through four practical use cases designed around real municipal workflows. The goal wasn't simply to “make an AI app.” The workshop focused on turning vague prompts into structured, testable, reliable workflows using RICE, CRAFT, explicit enforcement rules, and Git-based iteration. 1. From a Naive Prompt to a Reliable…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}