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Jay Shah

Jay Shah

Engineering Projects & Tools

Pi Agent Extensions

A collection of extensions and themes for the Pi coding agent, including sessions, structured questions, handoffs, multi-agent workflows, and review tools.

AI AGENTSTYPESCRIPTDEVELOPER TOOLS

Session Aggregator

A local tool for syncing, searching, and exporting AI coding sessions across development tools, with a terminal UI and semantic search.

AITUIPYTHONSEMANTIC SEARCH

Medha (मेधा) IDE

A local-first SQL IDE for flat files that combines DuckDB, FastAPI, Vite, and LangGraph for semantic query generation.

SQLLOCAL-FIRSTLANGGRAPHDUCKDB

Arka (अर्क)

A config-driven pipeline for generating and filtering fine-tuning data with multi-source ingestion, Evol-Instruct, MinHash and LSH deduplication, and SQLite checkpoints.

LLMDATA GENERATIONPYTHONYAML

Humanizer-RL

A text humanness scorer and reinforcement-learning pipeline that turns model evaluations into a reward function for Gemma fine-tuning.

RLFINE-TUNINGGEMMAPYTHON

Text Watermarking Lab

Experiments with keyed text watermarking, statistical detection, model behavior, calibration, and the effect of editing on the signal.

LLMWATERMARKINGEVALUATIONPYTHON

ER Metric & Model POC

An entity-resolution evaluation comparing dense embeddings with BM25 and Matryoshka Representation Learning for efficient retrieval at scale.

MLELASTICSEARCHMRLENTITY RESOLUTION

Pravāha: AI Search Engine

A local search assistant that combines web search, document retrieval, agent tools, and language models with specialized ranking and chunking.

LLMSEARCHRAG

Gujarati Llama

A Llama 2 7B model fine-tuned on 60,000 bilingual English-Gujarati pairs for low-resource language use cases.

LLMFINE-TUNINGNLP

StreamLens

A multi-model retrieval-augmented system for interacting with autonomous-vehicle video streams, built for the LlamaIndex RAG-a-thon.

RAGLLAMAINDEXVIDEO

NeuroBuddy

A personalized chatbot for mental-health support and resources, built with Mistral AI and Whisper models during a hackathon.

LLMHEALTHCAREHACKATHON

Power Curve Estimation

Statistical and machine-learning models for estimating wind-farm power curves and supporting energy-system optimization.

MLENERGYRESEARCH

Customer Relationship Prediction

Classification models for predicting churn, appetency, and up-selling behavior for a mobile network operator.

MLANALYTICS

Phase 1 Analysis

Multivariate quality-control analysis for an industrial forging process using principal components and control charts.

STATISTICSQUALITY CONTROLMANUFACTURING