Comment by octoberfranklin 12 hours ago
Knowledge cutoff date is usually part of the system prompt.
Helps you get useful answers like "I don't know that's too recent" when you ask questions like "who won the basketball game last night".
The consumer apps use RAG and traditional search to give the LLM recent information in the prompt when it answers your query. This basically bridges over the knowledge gap between the end of training and today.
I'm fully aware, I'm just wanting to point out to people that the actual AI apps they'll use can and do return recent information due to integrations like that. Lots of people think AI can only answer stuff in its training set, but it can answer anything from whatever data you hand to it, including any data on the internet.
Lots of AI tools can easily answer "who won the basketball game last night".
GCP is sort of blending this into their Gemini APIs.
https://ai.google.dev/gemini-api/docs/google-search
You don’t have to do RAG or use a serp scraper MCP, just add the Search Grounding tool to the APzi request and it does the rest at the model’s discretion and $0.014 / search.
I think that’s generally a fair price for my time vs doing my own search queries at 1/100th the speed. It could get expensive for deep research type queries.
I opened up the Gemini app and asked:
Who are the Dallas Stars playing tonight? Is there anyone that will be out of the lineup for the Stars? What have their recent injuries been like? Can you get the current score?
It's response:
The Dallas Stars are playing the New York Rangers tonight, Tuesday, December 2, 2025, at Madison Square Garden.
Here is the information available regarding the rest of your questions:
Out of the Lineup & Recent Injuries *Lian Bichsel (Defenseman): He suffered a lower-body injury (ankle) in the recent game against the Senators and is expected to miss 6-8 weeks and require surgery. His absence will be felt on the blueline.
*Jake Oettinger (Goaltender): He is dealing with an illness and is not expected to start tonight; Casey DeSmith is projected to start in his place. Oettinger is expected to play tomorrow night in New Jersey.
*Thomas Harley (Defenseman): He remains week-to-week with a lower-body injury and is not with the team on their current road trip.
Other injured players who will likely be out of the lineup include Matt Duchene (Upper Body - on IR-LT, but joining the road trip), Adam Erne (Lower Body - on IR-LT), and Nils Lundkvist (Lower Body - on IR-LT).
Current Score The game is in progress, and the score is currently New York Rangers 1 - 1 Dallas Stars.
Would you like an update on the final score later, or news on a specific player's status?
I ask it things like updates on teams all the time, and it usually pulls the right information.