IIT & NIT Research Collaborations

Systems & AI Engineering.

Hi, I'm Anshul Prajapati. I design high-performance Retrieval-Augmented Generation (RAG) models, local-first adaptive learning platforms, and custom propulsion sizing modules.

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eval_metrics.sh

$ python eval_script.py --results team_results.json
[INFO] Loading evaluation dataset (SP 21:2005)
[INFO] Scoring 450 document chunks...

+------------------+----------+--------+
| Metric           | Result   | Target |
+------------------+----------+--------+
| Hit Rate @3      | 100.00%  | > 80%  |
| MRR @5           | 0.8833   | > 0.7  |
| Avg Query Latency| 0.02 sec | < 5.0s |
+------------------+----------+--------+
[SUCCESS] Evaluation constraints satisfied.

Background

Core Principles

I specialize in building local-first architectures and AI systems that operate efficiently and securely under strict performance constraints. My code is optimized to run client-side where possible, reducing network latency and ensuring robust offline capability.

From engineering FAISS-indexed vector searches to sizing hybrid-electric MALE UAV configurations, I design software with calculated, measurable outcomes.

Core Technologies

Languages

Python, JavaScript, C++, SQL, Bash

AI & Data

FAISS Vector DB, RAG Pipelines, Sentence Transformers, Ollama

Systems

FastAPI, IndexedDB (Dexie.js), Web Workers, Service Workers

Collaboration

Institutional Affiliations

IIT Madras Project APARA Emergency Routing Platform

IIT Dhanbad Project AYUVANT Smart Pharmacy Analytics

IIT Indore Hybrid Fixed-Wing UAV Aerospace Sizing Submission

IIT Tirupati Project ARIVANTI BIS Standards Recommendation

NIT Delhi Project NIRVAHA Local-First Spaced Repetition

Portfolio

Technical Projects

Connect

Let's collaborate.

Reach out for research opportunities, software engineering roles, or technical inquiries. I am active via email and LinkedIn.