Available immediately
Applied AI Engineer · Saarbrücken, Germany

Ritika Hiremath —
building AI
that ships.

M.Sc. Computer Science graduate specialising in LLMs, RAG pipelines, agentic systems, and real-world AI deployment.

View Projects Get in Touch
LangGraph RAG Pipelines Multi-Agent Systems MCP PyTorch LangChain HuggingFace FastAPI Docker Chroma Kotlin Python A2A Protocol n8n Stem Agent LLM Evaluation LangGraph RAG Pipelines Multi-Agent Systems MCP PyTorch LangChain HuggingFace FastAPI Docker Chroma Kotlin Python A2A Protocol n8n Stem Agent LLM Evaluation
About

An engineer who
gets things done.

I am an Applied AI Engineer with an M.Sc. in Computer Science from Universität des Saarlandes. I build agentic systems, RAG pipelines, and LLM-powered applications that go from idea to production — not just demos.

My Master thesis required building an end-to-end LLM evaluation pipeline from scratch: custom dataset, model inference, benchmarking across four prompting strategies, and statistical analysis. I treat engineering problems the same way: own the full loop.

I hold certifications in Anthropic MCP, Hugging Face Agentic AI, and the Google and Kaggle AI Agents Intensive covering the Agent2Agent (A2A) protocol. I use Claude Code, Cursor, and GitHub Copilot daily as primary development tools.

Outside of tech: cooking, trekking, and the gym keep me grounded.

81%
Accuracy on Bosch anomaly detection (AEGuard)
20+
REST APIs built and deployed at LYBL internship
3
AI and agentic certifications (Anthropic, Google, HuggingFace)
90%
Planning effort reduction via Matin multi-agent system
Certifications
🟠
Introduction to MCP
Anthropic · Dec 2025
🔵
5-Day AI Agents Intensive (A2A Protocol)
Google & Kaggle · Dec 2025
🟡
Agentic AI with LLMs
Hugging Face · Oct–Nov 2025
🟢
Data Science with Python
Edureka · Mar–Jun 2020
Experience

Where I've worked.

Oct 2025 – Apr 2026
Tutor — Human Computer Interaction
Saarland University
Conducted tutorial sessions, guided students through group projects, and collaborated with fellow tutors to support lecture delivery.
HCIUX/UILeadership
Sep 2025 – Mar 2026
Research Assistant — Software Engineering
Saarland University
Designed Python data pipelines to analyze developer collaboration networks in open-source repositories. Contributing findings to the codeface-extraction open-source project (contribution in review).
RPythonNetwork AnalysisOpen Source
Apr 2024 – Apr 2025
Research Assistant — German HCI Community
Carl von Ossietzky University · Remote
Revamped the GermanHCI Community website from the ground up, owning design, prototyping, and the full-stack development lifecycle to improve user engagement and accessibility.
JekyllRubyJavaScriptFigmaSCSS
Jan 2023 – Aug 2023
Software Engineer Intern
LYBL · Bangalore
Built an AI-powered recommendation engine and developed 20+ REST APIs in a microservices architecture with Docker and CI/CD pipelines. Implemented unit tests for production readiness. Participated in agile sprints.
JavaSpring BootKafkaMongoDBDockerRedisCI/CD
Sep 2022 – Jan 2023
Web Development Intern
Cresurge · Bangalore
Developed the company website from initial concept to delivery, collaborating directly with the CEO and design team.
React.jsMUICSS
Projects & Research

Things I've built.

🌱
Stem Agent — Self-Specialising AI System
A minimal agent that reads a task class, figures out how that class of problems is typically solved, and grows into a specialised agent on its own. Built for a JetBrains AI Engineering internship task. Three-phase LangGraph loop: Observe, Specialise, Validate. Evaluated on SWE-bench Lite across django, sympy, and requests repos.
LangGraphSWE-benchOpenAI APIPythonLLM Eval
github.com/RitikaHiremath/stemAgent →
🎓
LLM Code Intelligence — Master Thesis
Investigated LLM comprehension of Kotlin code structure at the data-flow level. Constructed a custom Kotlin dataset covering def-use chains, control flow graphs, and program slicing tasks. Benchmarked DeepSeek Coder 6.7B and OpenAI API across Zero-shot, CoT, One-shot, and One-shot CoT strategies. Applied statistical analysis in R to surface systematic failure modes.
KotlinPyTorchDeepSeek CoderHuggingFaceROpenAI API
🔗
LangGraph RAG Chat Application
Full RAG pipeline with document ingestion, Chroma vector indexing, and retrieval-augmented Q&A. Multi-step LangGraph orchestration via conditional graph routing, memory management, and retrieval nodes. Exposed via FastAPI backend.
LangGraphLangChainChromaFastAPIRAGEmbeddings
github.com/RitikaHiremath/RAG_bot →
🤖
Matin — Multi-Agent Concierge
Multi-agent system using Google ADK with MCP tool services and persistent session memory. Implemented intelligent task routing and multi-step agent communication workflows. Trained in Agent2Agent (A2A) protocol. Reduces planning effort by 90% through automated task decomposition.
Google ADKMCPA2A ProtocolMulti-AgentLLMs
⚙️
n8n AI Workflow Automation
Building automated AI workflows using n8n low-code platform, integrating LLM APIs with trigger-based orchestration and webhook integrations to prototype intelligent automation pipelines rapidly.
n8nLLM APIsWorkflow AutomationWebhooks
🏭
AEGuard — Bosch Anomaly Detection
Led a 5-member team through the full ML lifecycle: data acquisition, feature engineering, LSTM model training, evaluation, deployment, and real-time monitoring. Achieved 81% accuracy and 0.79 F1, outperforming SVM and XGBoost baselines. Built an interactive dashboard for model observability.
PyTorchscikit-learnDockerLSTMMLOps
github.com/RitikaHiremath/DataScience →
💬
DistilBERT Sarcasm Detection
Fine-tuned DistilBERT for domain-specific NLP classification using Hugging Face Transformers. Benchmarked zero-shot and few-shot prompting strategies against fine-tuned performance to identify optimal model selection trade-offs.
DistilBERTHuggingFaceFine-TuningNLP
🤲
Smart Glove for Sign Language
Co-authored research on wearable TinyML-powered gloves for real-time translation of hand gestures. Demonstrated experience with edge AI model deployment and on-device inference constraints.
TinyMLWearablesEmbedded AI
Skills

My toolkit.

Languages
PythonKotlinJava JavaScriptTypeScriptSQLR
Agentic AI
LangGraphLangChainLlamaIndex Google ADKMCPA2A Protocol Multi-Agent Systems
AI / ML
PyTorchHuggingFaceRAG LLM EvaluationEmbeddings Fine-Tuningscikit-learnNLP
Vector Databases
ChromaSemantic SearchEmbeddings
Backend
FastAPISpring BootREST APIs MicroservicesKafka
DevOps / Cloud
DockerGitHub ActionsCI/CD AWSGCPKubernetesLinux
Databases
PostgreSQLMongoDBMySQLRedis
Tools
Claude CodeGitHub CopilotCursor n8nGitJIRAFigma
Contact

Let's talk.

Open to full-time AI engineering roles and internships across Europe. Available immediately.