Shriji — Bhagavad Gita AI Life-Problem & RAG Platform
Multilingual 700-Verse Semantic Retrieval & Everyday Life Guidance
A compassionate, multilingual RAG platform vectorizing all 700 Bhagavad Gita verses to map modern real-life dilemmas to timeless philosophical solutions, with verse-by-verse simple explanations and free book distribution at $0/month.
The Engineering Challenge
When deeply reading the Bhagavad Gita, one realizes that every modern human struggle—career anxiety, decision paralysis, burnout, ethical crossroads, grief, and emotional exhaustion—already has a profound, practical solution in the conversation between Krishna and Arjuna on the battlefield.
Core ProblemAncient Sanskrit slokas and archaic commentaries feel distant and intimidating to modern people seeking immediate guidance. Seekers facing crisis need empathetic, actionable life advice in simple everyday language, strictly grounded in authentic verse citations across major Indian languages without hallucination.
- 100% strict verse attribution (zero hallucinated slokas or false interpretations)
- High-precision semantic bridging from contemporary psychological dilemmas to ancient philosophical verses
- Available across major Indian languages (Hindi, English, Gujarati, Marathi, Bengali, Tamil, Telugu)
- Simple-word verse-by-verse breakdown alongside free physical Bhagavad Gita ordering pipeline
- Permanent $0/month serverless infrastructure cost ceiling
System Architecture
End-to-end data pipelines and component isolation boundaries.
Digitized and vectorized all 700 Bhagavad Gita verses using Pinecone and Gemini multilingual embeddings. A LangChain agent decomposes the user's real-life problem, performs hybrid semantic retrieval and cross-encoder reranking, and synthesizes empathetic, practical life guidance via Groq ultra-fast LPU inference, complete with free printed Gita order fulfillment.
Key Engineering Decisions
Modern Dilemma to Ancient Verse Semantic Mapping
Engineered metadata-rich vector embeddings connecting modern real-life dilemmas (burnout, duty conflict, emotional distress) directly to canonical Sanskrit verses and authentic commentary contexts.
Verse-by-Verse Simple Words Translation Engine
Built a two-tier synthesis agent that breaks down Sanskrit verses into clear, accessible modern vocabulary, highlighting practical action items rather than abstract theology.
Zero-Cost Serverless & Free Gita Distribution Pipeline
Architected the entire production stack within generous free tiers of Pinecone, Groq, and Vercel ($0/month forever) while incorporating an automated logistics pipeline for ordering and shipping free physical Bhagavad Gita copies.
Production Verification & Results
- Publicly live at shriji.online serving seekers with zero operational hosting costs
- Empathetically connects modern life challenges (stress, fear, moral dilemma) to exact relevant Gita verses
- Delivered sub-400 ms response times via Groq LPU inference with 100% chapter and verse citations
- Enables users to read the Gita verse-by-verse in simple words and order a free printed copy directly to their home
Production Stack & Tooling
Next Iterations & Roadmap
- Interactive audio verse chanting with accurate Sanskrit pronunciation synthesis
- Personalized daily Gita journaling and reflection agent
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