I had a great opportunity to attend AWS Community Day, Bengaluru on 11th July 2026. The energy was outstanding, and while there were dozens of amazing presentations covering everything from cloud infr

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This is such an important distinction. The push to make everything a pure Agentic Loop ignores how expensive and slow it gets to have an LLM reason through every single step. I got so tired of the latency that I started building a visual tool (Selonate) based exactly on this Workflow Pipeline concept, using deterministic browser automation for the fast/repeatable steps, and only calling the AI surgically when a selector breaks or data needs unstructured extraction. Really well written piece!
Kartik N V J K
AI Developer | Making AI reliable, trustworthy & accessible to everyone | Active community contributor
That procurement framing is a useful filter, and the Gartner number about 40% of agentic projects getting cut by end of 2027 is going to age into a lot of post-mortems. Half the agents I see could be a scheduled function with one model call, and the agent framing is what makes them fragile and heavier to run than they need to be. What is the first question you ask to tell real autonomy apart from plain automation?