# Context bundles Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/context-bundles
> Markdown URL: https://aitinkerers.org/technologies/context-bundles.md
> Technology record last updated: 2026-04-13T20:10:02Z
> Generated: 2026-09-21T08:54:02Z

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.

- Official technology site: https://github.com/google-marketing-solutions/context-bundles
- Public AI Tinkerers demos and talks: 1
- Result page: 1 of 1

## Recent Public Talks and Demos

### [SDD en la Vida Rela con Amazon Kiro](https://medellin.aitinkerers.org/talks/rsvp_k-smnXCSdjA)

Demo en vivo que muestra cómo aplicar Spec-Driven Development (SDD) con Amazon Kiro para eliminar el "Vibe Coding" en escenarios reales de producción. La demo recorre un caso de uso de una plataforma para el sector financiero partiendo de un requerimiento en texto libre y mostrando cómo Kiro genera specs estructuradas (requirements.md → design.md → tasks.md) antes de escribir una sola línea de código. La charla también cubre cómo funcionan los Kiro Powers como bundles de contexto bajo demanda que cargan lógica de negocio solo cuando se necesita, reduciendo el consumo de tokens mientras mantienen al agente anclado en reglas del dominio específico.

- Event context: AI Tinkerers Medellín #20 - SalesAds - 16 de Abril — 2026-04-16 — Medellín
- Public talk page: https://medellin.aitinkerers.org/talks/rsvp_k-smnXCSdjA

## Related Technologies

- [Amazon Kiro](https://aitinkerers.org/technologies/amazon-kiro) ([Markdown](https://aitinkerers.org/technologies/amazon-kiro.md)) — 1 public demo
- [AWS](https://aitinkerers.org/technologies/aws) ([Markdown](https://aitinkerers.org/technologies/aws.md)) — 38 public demos
- [Spec-Driven Development](https://aitinkerers.org/technologies/spec-driven-development) ([Markdown](https://aitinkerers.org/technologies/spec-driven-development.md)) — 2 public demos
- [SPECS](https://aitinkerers.org/technologies/specs) ([Markdown](https://aitinkerers.org/technologies/specs.md)) — 1 public demo