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Ryuga User

@ryugauser

AI engineer building local RAG systems and multi-LLM intelligence platforms at 3Dogs Nexus.

India
Message

At 3Dogs Nexus, I contribute to a multi-LLM Strategic Intelligence platform that researches, cross-examines, and synthesizes recommendations. I also design prompts and decision-making case studies to test model reasoning, and identify bugs and usability gaps in the platform.

I built Intel System, a fully local data gathering and analysis pipeline designed to run on a GPU-less laptop. It routes queries between local and cloud LLMs and uses a source-cited RAG pipeline grounded in retrieved context.

At Birla Institute of Technology, Mesra, I study Electrical and Electronics Engineering and have modelled thermostat and robotic leg control systems in Simulink. I’ve also developed a Spring Boot authentication system using PostgreSQL and Spring Security.

Experience

Work history, roles, and key accomplishments

DN
Current

Strategic Intelligence Intern

3Dogs Nexus

Aug 2026 - Present (1 month)

Contributing to a multi-LLM Strategic Intelligence platform that coordinates several AI models to research, cross-examine, and synthesize recommendations for high-stakes business, financial, and public-sector decisions. Designing and evaluating prompts and decision-making case studies to stress-test model reasoning and reduce single-model bias.

BM
Current

Placement Cell Coordinator

Birla Institute of Technology, Mesra

Serving as student coordinator for campus placement efforts for the EEE 2027 batch. Manually sourced and organized HR contacts across 15–20 target companies to date via SignalHire, with outreach scaling toward 30–40 companies.

IP

Team Lead, IMC Prosperity 4

IMC Prosperity

Jan 2026 - Dec 2026 (11 months)

Led a 4-person team through all rounds of a global algorithmic trading competition, reaching Finalist Crew status. Iteratively refined Python trading strategies across options pricing, market-making, and hedging through repeated backtest and adjust cycles.

IS

India SpaceLab Intern

India SpaceLab

Completed simulation-based work across three tracks: Drone Technology (PID control design), Rocketry (FEM/CFD analysis via SimScale/Onshape), and CanSat (web-based Ground Control Station dashboard). Delivered simulation reports translating control theory and aerodynamic modelling into practical system designs.

Education

Degrees, certifications, and relevant coursework

Birla Institute of Technology, Mesra logoBM

Birla Institute of Technology, Mesra

Bachelor of Technology, Electrical and Electronics Engineering

2023 -

Activities and societies: Placement Cell Coordinator for EEE Batch 2027

Pursuing a Bachelor of Technology in Electrical and Electronics Engineering, expected to graduate in August 2027.

TE

Telusko Edutech

Java Spring Framework, Spring Boot & Spring AI, Java Spring Framework, Spring Boot, and Spring AI

2025 - 2025

Completed a course on Java Spring Framework, Spring Boot, and Spring AI in December 2025.

MathWorks logoMA

MathWorks

Simulink Onramp, Simulink and Control Design

2025 - 2025

Completed Simulink Onramp and Control Design Onramp with Simulink in September 2025.

MathWorks logoMA

MathWorks

Control Design Onramp with Simulink, Control Design with Simulink

2025 - 2025

Completed Control Design Onramp with Simulink in September 2025.

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