Llama Impact Hackathon

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Building tools to bridge the gap between the systematically marginalized and opportunity in LATAM.

Colegios AI

0xdesdenova

Llamar addresses a critical challenge in Guatemala's education system by transforming how teachers interact with the Curriculum Nacional Base (CNB). The CNB is a complex, wiki-style curriculum framework that teachers must follow but struggle to implement due to its abstract nature and technical barriers.

Currently, teachers face multiple challenges: unreliable access to the CNB website, difficult-to-interpret academic language, time-consuming documentation requirements, and a significant gap between theoretical guidelines and classroom realities. This particularly impacts rural and indigenous communities, where internet access is limited and language barriers compound these difficulties.

Llamar bridges these gaps through four key functions:
1. Content Clarification: Transforms abstract CNB requirements into clear, practical teaching concepts, providing real-world examples and applications suitable for different grade levels and contexts.
2. Interactive Support: Offers 24/7 assistance for teachers' questions about curriculum implementation, maintaining context awareness across conversations and providing personalized guidance.
3. Lesson Planning: Generates classroom-ready materials aligned with CNB requirements, including customizable templates and resource suggestions that respect local cultural contexts.
4. Compliance Validation: Automatically checks teaching materials against CNB requirements, streamlining documentation and reporting processes.

The system features full offline functionality and supports multiple indigenous languages through an innovative parallel language processing system, making it accessible to teachers in remote areas. It reduces documentation time by 60% and lesson planning time by 40%, allowing teachers to focus more on actual teaching.

Built on open-source principles, Llamar transforms how educational guidelines are interpreted and implemented, ensuring all Guatemalan students receive quality education aligned with national standards.

Llamar helps Guatemalan teachers interpret the national curriculum (CNB). It translates abstract requirements into practical lesson plans, validates teaching materials against standards, and provides multilingual support for indigenous communities.

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