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Getting Agents to Stop Assuming: What a First AWS Agent Workflow Reveals About Constraint Design

The most common failure mode in agent workflows is not a timeout or a bad API call. It is the agent confidently doing the wrong thing because it filled in missing information with a plausible guess.

  • Agents often create incorrect results by filling missing information with plausible guesses.
  • Validation gates in AWS Bedrock's AgentCore prevent agents from proceeding with incomplete data.

From Prompts to Production: Building Civic-Tech AI Workflows with RICE + CRAFT

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…

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