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Girish Gaikwad

SDE & Creative Technologist

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[ SYS.ARCHIVE_RECORD ] - Govern-AI

> AI-powered platform for government agencies to streamline policy-making, citizen engagement, and public service delivery.

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GovTech
// DEPLOYMENT_YEAR
// SERVICE_PROTOCOLS
AI Policy Assistant
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Govern-AI hero image
// PROBLEM_STATEMENT

Challenge

AI in government requires processing dense, legally complex documents without generating false policies. Token limits and hallucinations were major blockers:

>Feeding hundreds of pages of policy documents into limited LLM context windows.

>Eliminating AI hallucination risk when drafting or summarizing legal policies.

>Structuring vast amounts of unstructured citizen feedback into actionable analytics.

// SYSTEM_ARCHITECTURE

Solution

High level architecture of the application.

Bypassed token limitations by engineering a document chunking and retrieval pipeline, feeding the LLM only the highly relevant sub-sections of a policy.

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    Context Window Optimization: Implemented document chunking algorithms to split massive PDFs into digestible tokens, drastically reducing API costs and preventing context-loss.

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    Structured Validation & Ingestion: Created structured output validation layers that force the AI to categorize citizen feedback into strict JSON schemas, allowing for immediate database insertion and dashboard visualization.

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// DEPLOYED_MODULES

Technologies

React module

React

NodeJS module

NodeJS

LLM APIs module

LLM APIs

Vercel module

Vercel

SYS.RELATED_ARCHIVES
SYS.ADJACENT_MODULES

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