Source link : https://tech365.info/the-period-of-agentic-ai-calls-for-an-information-structure-not-higher-prompts/
The business consensus is that 2026 would be the yr of “agentic AI.” We’re quickly shifting previous chatbots that merely summarize textual content. We’re getting into the period of autonomous brokers that execute duties. We anticipate them to ebook flights, diagnose system outages, handle cloud infrastructure and personalize media streams in real-time.
As a expertise government overseeing platforms that serve 30 million concurrent customers throughout huge international occasions just like the Olympics and the Tremendous Bowl, I’ve seen the unsexy actuality behind the hype: Brokers are extremely fragile.
Executives and VCs obsess over mannequin benchmarks. They debate Llama 3 versus GPT-4. They deal with maximizing context window sizes. But they’re ignoring the precise failure level. The first purpose autonomous brokers fail in manufacturing is usually attributable to knowledge hygiene points.
Within the earlier period of “human-in-the-loop” analytics, knowledge high quality was a manageable nuisance. If an ETL pipeline experiences a difficulty, a dashboard might show an incorrect income quantity. A human analyst would spot the anomaly, flag it and repair it. The blast radius was contained.
Within the new world of autonomous brokers, that security internet is gone.
If an information pipeline drifts as we speak, an agent doesn’t simply report the flawed quantity. It takes the flawed motion. It provisions the flawed server sort. It recommends a horror film to a…
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Author : tech365
Publish date : 2026-01-25 23:55:00
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