The Next AI Breakthrough Won’t Come From a Better Model. It’ll Come From Better Systems.
Everyone is watching the wrong scoreboard.
Every few months, a new AI model is released. Benchmarks get updated, leaderboards shift, and social media fills up with comparisons. One model scores a little higher than another, and it’s quickly called the next big breakthrough.
Then a few weeks go by; for most teams building AI products, not much actually changes. The new model might be a bit faster or better at reasoning, but the biggest challenges are still the same. Agents still need the right context. Retrieval still has to find the right information. Security still matters. Workflows still need to be orchestrated, and systems still need to be monitored and evaluated.
None of this takes away from the incredible work being done by the companies building foundation models. Their progress has been remarkable. But there’s a shift happening that deserves more attention. The next big leap in AI won’t come...
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