Context bundles

Context bundles package real-time signals into structured data objects to streamline LLM prompt engineering and application state management.

Context bundles solve the high-latency and high-token-cost issues inherent in RAG pipelines by pre-assembling user intent, environmental data, and session history into a single, portable JSON schema. Developers use these bundles to bypass repetitive vector database lookups, reducing API overhead by up to 40% in high-frequency chat environments. By standardizing how metadata (like GPS coordinates, user preferences, and time-stamps) enters the prompt window, the technology ensures LLM responses remain grounded in specific, verifiable facts rather than generalized training data.

https://github.com/google-marketing-solutions/context-bundles