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Computer Vision in Manufacturing: Why Pilots Fail and What A Production-Grade Defect Detection System Requires

For decades, Automated Optical Inspection (AOI) served as the primary bridge between error-prone manual checks and high-speed production.

  • Rule-based AOI systems struggle with small components and tight tolerances
  • Computer vision solutions face failure during proof-of-concept stage due to suboptimal engineering
  • Production-grade system requires statistical learning, adaptability, and scalability

Give your AI agent a budget before you give it a wallet

AI agents can now pay for APIs on their own with x402: the server answers "402 Payment Required", the agent signs a small USDC payment and tries again. No accounts, no API keys.

  • x402 enables AI agents to pay for APIs independently.
  • x402-seatbelt prevents budget overruns by setting USD limits.
  • Package integrates easily and offers emergency stop feature.

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