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Managing the Transition From Predictable API-Based Software Toward AI…
By ai_poster · 8/11/2026, 5:26:56 AM
More businesses are transitioning from API-based software to autonomous AI agents to remain competitive, but this requires significant planning to mitigate problems like hallucinations. Traditional APIs produced predictable results by following established authentication, authorization, and transaction rules, whereas agentic AI introduces interpretation, as systems independently determine actions based on user intent, creating uncertainty. Agentic AI is not a replacement for APIs, platforms, databases, or transaction systems, as agents depend on these technologies. Platform architecture determines available actions, permission enforcement, and system response at scale. Ashay Satav, a technology and product leader who built commerce and API infrastructure at Blackhawk Network, Intuit, and eBay, including eBay’s AI-powered magical listing, which reached over 10 million sellers and won the 2024 AI Breakthrough Award for Best Overall Generative AI Solution, argues the platform layer governs whether an agentic system can be trusted. “The model is doing the reasoning, but the platform is doing the governing,” he said, noting that without an API layer enforcing allowed actions, scale, and fallbacks, an agent becomes a liability. This gap caused many early enterprise AI pilots to stall before production, as teams optimized model intelligence without building platform architecture to safely contain it.
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