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From Hype to Production: The Harsh Reality of Shipping AI Agents Beyond the Demo

Originally published on tamiz.pro . The demo works beautifully. The agent reads the inbox, writes a draft, calls the API, and updates the database — all in one fluid, 90-second recording where the LLM…

  • LLMs are non-deterministic, producing different results based on context
  • Production agents need robust tool orchestration with timeouts and circuit breakers
  • Production systems incur ongoing costs for inference, storage, and human review queues

Synnex, AWS see B1.2tn opportunity in AI sector

Thailand could unlock up to 1.2 trillion baht in economic impact from artificial intelligence (AI) innovation, but businesses need to move beyond basic chatbot adoption and address gaps in skills, data and organisational readiness to capture the opportunity, according to Synnex (Thailand) and Amazon Web Services (AWS).

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