AI Engineer
based_in: Magdeburg, Germany 🇩🇪
origin: Kolkata, India 🇮🇳
mission:
Take frontier AI out of the notebook and into production
- cost-aware, observable, safe, and genuinely useful for users.
currently:
- 🤖 Building LLM-powered, RAG-enabled multi-agent systems @ aiio GmbH
- 🧬 Researching Brain–Machine Interfaces & EEG @ Leibniz Institute for Neurobiology
focus_areas:
- LLM Gateways · Cost-Aware Routing · Caching · Guardrails · Evals (LLM-as-Judge, RAGAS)
- Agentic AI for SRE · Incident Commander Agents · Approval-Gated Runbooks
- Delivery Intelligence · Jira/GitLab Integrations · Guarded Text2SQL · ROI Measurement
- Multi-Agent Orchestration · MCP · Claude Agent SDK
- Retrieval-Augmented Generation · Vector DBs · Knowledge Graphs
- LLM Security · Prompt-Injection Defense · PII Redaction
- Fine-tuning · Open-weights deployment (Ollama, vLLM)
- Full-stack AI delivery · AWS Serverless · Glue · Athena · Step Functions · Docker · Kubernetes · OpenTelemetry
career_highlights:
- 📜 Indian Patent IN 202031037602 A — Automated Bag Valve Mask
- 🏆 Winner — Conquer COVID-19 Hackathon
- 📄 2× Best Paper Award (I3SET 2k19, NCMR 2020)
- 🌟 2× High Five Team Award @ Persistent Systems
- 🎓 Swami Vivekananda Merit-Cum-Means Scholarship (State Govt.)
fun_fact: "I turn 'just a demo' into 'production-grade' over a weekend." |
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🤖 Generative AI · LLM · Agentic AI
🧪 AI / ML / Deep Learning
🧰 AI Frameworks · Libraries · Tools
💻 Programming Languages
⚙️ Backend · Web Frameworks · APIs
🎨 Frontend · UI / UX
🗄️ Databases · Storage · Knowledge
☁️ DevOps · MLOps · Observability
🧪 Testing · QA Automation
🔒 Security · Ethical Hacking · LLM Safety
🧬 Embedded · Hardware · Neuro-AI
🤝 Soft Skills
| 🧠 |
Research Assistant (Hiwi) — Leibniz Institute for Neurobiology Mar 2025 – Present · Magdeburg, Germany Brain–Machine Interface & EEG neural feedback · depth perception research · Python, OpenGL, MATLAB, Pygame, Signal Processing.
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| ⚡ |
Work Student — AI Software Development — aiio GmbH Jan 2025 – Present · Magdeburg, Germany Developing LLM-powered, RAG-enabled multi-agent systems and AI tools that automate the testing lifecycle and internal processes · React + TypeScript frontend · PostgreSQL data validation · full-stack delivery. |
| 🚀 |
Senior Software Engineer — Persistent Systems Sep 2021 – Mar 2024 · Kolkata, India React.js front-end · .NET / C# / VB.NET / WPF · Selenium (Java) automation · API testing · Jira · GitLab. Awarded High Five Team Award twice (Jun & Sep 2023). |
| 🔧 |
Technical Intern — West Bengal Electronics Industry Dev. Corp. (Webel) Jan 2020 – Mar 2020 · Kolkata, India Designed and built the Automated Solar Panel Street Light · circuit tracing · soldering · power control unit testing · solar cell manufacturing. |
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AWS-native enterprise software-delivery intelligence platform connecting Jira work items with GitLab merge requests and CI pipelines. Calculates auditable flow metrics, diagnoses bottlenecks, recommends approval-gated interventions with ROI estimates, and verifies throughput improvements. Includes guarded Text2SQL, Glue + Athena analytics, Databricks exploration, offline DSPy optimization and Terraform serverless deployment.
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🛡️ AegisOps-AIAgentic AI Incident Commander for production systems. Multi-agent pipeline: evidence collection (logs · metrics · k8s · deploys) → LLM RCA → safety classification → approval-gated runbooks. Pluggable LLM backend — routes through the InferOps gateway, OpenAI, or a deterministic fallback. Prometheus + Grafana + OpenTelemetry end-to-end.
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🛡️ InferOps-AIProduction-grade LLM gateway with cost-aware routing, PII redaction, prompt-injection blocking, RAG, Redis caching, evals (LLM-as-judge + RAGAS) and full observability stack.
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AI-driven compliance & governance system analyzing policies, documents and workflows to detect regulatory risks and produce audit-ready reports.
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Multi-agent QA platform that generates test cases, executes automated tests and produces detailed QA reports.
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Speech-recommendation system for parliamentary debates and legislative records — improves legal search via retrieval + recommendation.
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EEG / BMI experiment stack used at Leibniz Institute for Neurobiology.
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Hardware evaluation pipeline with OpenCL, OpenCV and FFT-based cone detection.
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IoT-based fully automated BVM for COVID patients. Indian Patent IN 202031037602 A · 🏆 Winner — Conquer COVID-19 Hackathon.
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Convolutional Neural Network predicting COVID infection from medical imagery.
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Non-linear signal-processing approach to voice-based emotion classification. Best Paper · I3SET 2k19.
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Unsupervised clustering of company websites for market segmentation.
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more projects on github.com/sandipanseal 👉 |
| 🧬 |
Utilizing Convoluted Neural Networks to predict COVID Infections in Individuals Turkish Online Journal of Qualitative Inquiry · Jul 30, 2021 View publication ↗ |
| 🎙️ |
Classification of Emotions using Voice Signal-A Non-Linear Signal Processing Approach SSRN · Jan 24, 2020 View publication ↗ |
| 🌾 |
IoT Based Smart Farming System Ideal International E-Publication Pvt. Ltd · Apr 1, 2018 View publication ↗ |
| 🤖 GenAI / LLM / Agents | 📊 Data · Engineering · Testing | 🔒 Security · Foundations |
|---|---|---|
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| 📜 | Indian Patent — IN 202031037602 A · An Automated System Having Bag Valve Mask · Issued Sep 25, 2020 |
| 🏆 | Winner — Conquer COVID-19 Hackathon · Institute of Innovation Council · May 2020 |
| 📄 | Best Paper Award — I3SET 2k19 · JIS College of Engineering, Kalyani · Dec 2019 |
| 📄 | Best Paper Contributor Award · NCMR, Indian Innovation Council, JIS University · Jul 2020 |
| 🌟 | High Five Team Award (×2) · Persistent Systems · Jun 2023 & Sep 2023 |
| 🎓 | Swami Vivekananda Merit-Cum-Means Scholarship · Govt. of West Bengal · 2018–2021 |
| 🎓 M.Sc. Digital Engineering (Computer Science) — Otto-von-Guericke University Magdeburg Apr 2024 – Oct 2026 · Magdeburg, Germany Coursework: Human-Centered AI · Explainable AI · Recommender Systems · Reinforcement Learning · Information Retrieval · Advanced Database Models · Sensor Networks · Simulation · Business Informatics · Computer-Supported Diagnosis of Cardiovascular Diseases · SDLC |
| 🎓 B.Tech — Electronics & Communication Engineering — Narula Institute of Technology Aug 2017 – Jun 2021 · Kolkata, India Coursework: Data Structures · DBMS · Operating Systems · Computer Networks · Machine Learning · OOP · Digital Electronics · Microprocessors |
| 🏫 Higher Secondary — Science — Govt. Sponsored Multipurpose School (Boys) Taki House · 2005 – 2017 |
"Forward-deployed engineering is where models meet reality — that's where I love to live."