Turns out, you don’t need a trillion-parameter model to get things done. Smaller, focused AIs are stealing the spotlight for real business impact. When it comes to artificial intelligence, bigger often looks better. Tech giants tout models with billions — or even trillions — of parameters, promising that these digital behemoths can do everything from solving equations to writing code to producing near-scientific research. The idea behind the promise is clear: If you want cutting-edge results, reach for the cannon. But bigger is not always better (no pun intended…) — as bigger usually means increased complexity and reduced flexibility. Slowly, companies are beginning to realize that a trillion-parameter model isn’t always the best solution for their business — not every AI solution needs a giant LLM. A more focused approach bears a promise of leading to better results. Small and specialized models tuned for specific tasks on relevant data are gaining traction. Fewer resources and better customization and control — what’s not to love? But there seems to be a misalignment between the actual beneficial outcome and the promise of the giants. Since the release of ChatGPT in November 2022, the models have gotten only bigger and bigger. Despite all the costs of training, development and inference associated with bigger models, they still give results. The math is simple: take a big model with more parameters, put it on more GPUs, give it some time and you will see results. To simplify, “load” more money into it and get better results. The more money, the better the results. All the tech giants (OpenAI, Google, Anthropic, Meta) have been playing this game for the last 5 to 7 years. Click here to read more of what Ilia Badeev, head of data science at Trevolution Group, said.
We provide communication in written form only
pr@dyninno.com
Phone
+44 7391 796792
v.veltmane@dyninno.com
j.kondratovica@dynatech.lv
Phone
+37 120 65 5702
+37 129 61 3971
karnika.bahuguna@dyninno.in
i.cerevco@datapro.md
Phone
+37 379 420400
j.carreno@dyninno.com
Phone
+571 314 49 00053
We do not comment on anything which might negatively impact our business, our partnerships, our employees, or our competitors
We are happy to provide information at any time of day or night but ask you to understand that we require up to two hours to prepare any statement
