Currently — LLM Research Engineer @ Predii

C. Viswanath

LLM Research Engineer at Predii and MS by Research student at IIIT Bangalore. I work on multilingual and agentic language models — currently on vision-LLM extraction, retrieval systems, and the mechanistic evaluation of cultural understanding in LLMs.

hi!

Experience

LLM Research Engineer, Intern

Predii India Pvt. Ltd. · Remote (Pune)

Jun 2026 – Present
  • Building vision-LLM extraction pipelines and retrieval systems over large-scale, domain-specific document datasets.

Software Development Intern

Spikewell India Pvt. Ltd. · Bhubaneswar, IN

Dec 2024 – Jul 2025
  • Built healthcare data pipelines using Gemini 1.5 Pro for medical-grade conversational systems.
  • Developed data-ingestion workflows for downstream analytics and ML tasks.

ML Engineering Intern

Navier Machines Pvt. Ltd. · Remote (Hyderabad)

May 2024 – Jul 2024
  • Designed a RAG pipeline using Llama-3 and GPT-4 for structured conversational workflows.
  • Built APIs with FastAPI and LangServe to improve frontend response integration.

Research

Mechanistic Evaluation of LLMs in Cross-Cultural Scenarios

Ongoing · IIIT Bangalore

2026
  • Characterised cultural forgetting across 6 models, 30 cultures and 11 domains over 85K+ dialogues.
  • Introduced the Cultural Stability Index (CSI) via linear probing; mean CSI = 0.31 with low-resource cultures showing markedly lower stability.

Cross-Cultural Alignment Evaluation Framework

Ongoing · IIIT Bangalore

2026
  • Curating a multilingual, cross-cultural dataset to study linguistic and contextual variation for LLM evaluation.

Principle Alignment in Large Language Models

Ongoing · IIIT Bangalore

2025 – 26
  • Investigating principle-alignment behaviours and consistency drift in LLMs under varied prompt settings.

Selected Projects

JanMitra — Voice-First Agentic AI

Multilingual grievance & scheme-access platform for citizens

GitHub ↗
  • Voice-first agentic AI enabling citizens to file grievances and access schemes over phone calls in Odia, Santali and Hindi.
  • Twelve-microservice LangGraph orchestrator with 92% eval pass rate, DEPA-style consent gate, PII encryption and full audit trail on GKE.
  • Stateful conversations handling interruptions, context switches and database-backed scheme validation in real time.

Python FastAPI LangGraph Claude Sonnet PostgreSQL Docker GKE

Open live demo →

Digital Brain — Personal Life OS

Routine, habits, work board, journal & meditation in one place

Live ↗ · GitHub ↗
  • Single-user "life OS" — daily routine, habit streaks, kanban work board, journal, meditation and discipline log, with Google Calendar sync.
  • Next.js 16 + Supabase (Postgres, row-level security, auth) PWA deployed on Vercel at brain.madebycv.in.
  • LLM-powered dynamic greeting and accountability nudges via GPT-4o-mini, with a local Ollama fallback for dev.

Next.js TypeScript Supabase Tailwind v4 GPT-4o-mini Ollama Vercel Google Calendar

Full-Stack Health QA System

Product for CareXa Inc.

2025
  • Health-QA system using Gemini API, Cloud Run, Firebase and BigQuery for medical question answering and clinical analytics.
  • Integrated EHR/EMR devices via REST and FHIR pipelines for real-time data ingestion on GCP.
  • HIPAA-compliant BigQuery and Firebase schemas with field-level encryption for sensitive EHR records.

Gemini API GCP Cloud Run Firebase BigQuery FHIR

Palette-Conditioned ControlNet

Explicit colour control for text-to-image diffusion

GitHub ↗
  • Enforces explicit colour palettes in diffusion outputs by encoding dominant CIELAB colours as conditioning maps.
  • Improved colour fidelity without sacrificing visual quality — useful for product photography.

PyTorch Diffusion Models ControlNet

More on GitHub ↗

Education

IIIT Bangalore

MS by Research · GPA 3.28 / 4

Aug 2025 – Present

Advanced NLP · Generative AI & LLMs · Agentic AI and Tool-Augmented LLMs · Mathematics for Machine Learning

XIM University, Bhubaneswar

B.Tech, Computer Science · GPA 8.34 / 10

Jul 2021 – Jul 2025

Skills & Tools

AI & ML
NLP · Generative AI · LLMs · RAG · Multimodal Models · Agentic Systems
Frameworks
PyTorch · TensorFlow · Hugging Face · LangChain · LangGraph · OpenCV
Data & Analytics
Pandas · NumPy · SQL · BigQuery · Power BI
Cloud & MLOps
GCP (Cloud Run, Firebase, IAM) · Docker · Git · GKE
Languages
Python

Certifications

Leadership