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Practical guide for full-stack developers and sysadmins to automate AI image recognition with Bash by orchestrating cloud APIs (Google Vision, Clarifai, IBM Watson, Rekognition): set up curl/jq, obtain API keys, run a curl+jq example, integrate securely into web apps, and schedule via cron/logging, with resources for best practices and further reading.