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The frameworks are all pointless, just use AI assist to create agents in python or ideally a language with concurrency.

You will be happy you did



How do you deal with the different APIs/Tooluse schema in a custom build? As other people have mentioned, it's a bigger undertaking than it sounds.


You can just tell the AI which format you want the input in, in natural language.


you're wasting valuable context with approaches like that

save it for more interesting tasks


Are you saying that json schema takes less tokens?


I'm saying that having tools/subagents is less tokens

For example, instead of a JSON schema in your prompt, use an Open API subagent with API tools to keep your primary contexts clean

https://google.github.io/adk-docs/tools-custom/openapi-tools...


You will undoubtedly be recreating what already exists in LangGraph. And you'll probably be doing it worse.




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