Shared Context: Reduce API Calls by Storing Project Knowledge Across Your Team

[Juice10]

What: Rather than each user’s agent starting from scratch, maintain a shared knowledge base of the project so that repeated instructions or background context aren’t constantly re-fed to the model.
Why: Save API tokens, improve response consistency, and keep the entire team’s agent on the same page regarding project objectives and constraints.
Questions:
Where should this shared context live (database, embedded in the app, something else)?
How do we keep the context clean and up-to-date as the code evolves?
How do we prevent accidental exposure of sensitive data in the shared knowledge base?
Let’s discuss potential data structures, security implications, and real-world workflows for shared context.