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Most AI pilots do not fail because the model is weak. They fail because the enterprise underneath it was never built for production AI. → Data volume → Latency → Deployment cycles → Legacy dependencies → Technical debt This is the infrastructure problem nobody is talking about. Sponsored by @awscloud. #AWSpartner#

AWS Startups offers AI-powered migration planning and execution for startups moving from GCP, OpenAI, or Gemini to AWS. Generate a personalized migration plan in minutes that includes service mapping, cost estimates, architecture diagrams, Terraform templates, credit eligibility, and a step-by-step runbook. When you're ready to execute, choose the path that works for you. Use the AI Agent for guided migration, work hands-on with an AWS expert, or get matched with a certified AWS Partner.

training camp is right around the corner 🫡 @arenaclub right now, you can get 20% off your first slab pack or card purchase by going to and use code annie #acpartner# #arenaclub# #slabpacks#