MikavMikav
system-paperarchitectureopen-sourceentrepreneurshipsparkxDraft

Mikav: An Open-Source AI Copilot Bridging Cultural Heritage and Creative Entrepreneurship in Kerala

Presents the full Mikav system architecture (dataset → model → copilot → dev platform), deployment approach, and a case study from the SparkX cohort showing real-world usage and outcomes.

Hrudu Shibu·

Abstract

We present Mikav, an open-source AI copilot that bridges cultural heritage preservation and creative entrepreneurship in Kerala. The system integrates a curated Malayalam culture corpus, fine-tuned language models, an interactive copilot interface, and a startup bridge platform. We describe the full architecture (dataset → model → copilot → developer platform), our deployment approach, and present a case study from the SparkX incubation cohort demonstrating real-world usage and outcomes.

1. Introduction

Kerala possesses extraordinary cultural wealth — from performing arts like Kathakali and Theyyam to literary traditions, festivals, and craft heritage. Yet this knowledge remains difficult to access digitally, particularly in Malayalam. Simultaneously, a growing ecosystem of culture-tech entrepreneurs seeks to build businesses around heritage. Mikav connects these needs.

2. System Architecture

2.1 Data Layer

  • Open Malayalam culture corpus
  • Community-contributed datasets
  • Verified knowledge graph

2.2 Model Layer

  • Fine-tuned Malayalam LLM
  • Cultural knowledge embeddings
  • Human-in-the-loop verification

2.3 Application Layer

  • Chat copilot interface
  • Culture map explorer
  • Open API

2.4 Platform Layer

  • Developer tools and SDKs
  • Startup bridge features
  • Community governance

3. Design Principles

  • Open by default
  • Malayalam-native, not translated
  • Community-verified
  • Entrepreneur-friendly

4. Implementation

5. Case Study: SparkX Cohort

5.1 Cohort Overview

5.2 Usage Patterns

5.3 Outcomes

6. Evaluation

7. Related Work

8. Conclusion and Future Work

References