Seeking AI/ML/NLP Engineer/Researcher roles to build scalable, real-world LLM applications. Aim to leverage my experience in production-ready AI systems, specializing in RAG and Document Intelligence. I thrive in fast, collaborative, remote-first teams valuing mentorship, open-source, and user impact over politics. My goal: innovation meets execution.
Amit Kumar
@ak_kmit
AI/ML Engineer | 50+ GitHub projects | NLP & RAG specialist | Top researcher (100K+ pool) | Built production systems at scale
What I'm looking for
I'm Amit Kumar, a final-year CS Engineering student (CGPA: 8.51) specializing in AI/ML at GGSIPU with a minor in Artificial Intelligence & Machine Learning. I build production-ready AI systems, particularly in NLP, RAG, and LLM applications, with 50+ projects on GitHub.
Key Projects
OmniDoc-AI: Multi-format document intelligence system using hybrid retrieval with multi-provider LLM integration (OpenAI, Anthropic, Cohere). Improved user comprehension by 45% through advanced NLP and knowledge verification features.
scoreFi 2.0: ML pipeline scoring 10K+ DeFi wallets using behavioral analysis and graph-based Sybil detection. Engineered 25+ features, reducing false positives by 35%.
RAG Chatbot: Flask-based retrieval system running local GGUF models with llama.cpp—no external dependencies. Semantic caching reduced redundant LLM calls by 60%.
Solar Fault Detection: ML-based predictive maintenance system reducing false alarms by 40% using ensemble methods.
Open Source Contributions
Active contributor to 7+ major projects:
OpenBB: Awarded 600 points for Risk-Return Tradeoff analysis notebook
5ire: Built MCP proxy improving API response by 30%
GitIngest, Flare-AI-Kit, Kreuzberg, llm_runner, strawberry: Enhanced language detection, data freshness, and LLM tooling
Research
Top candidate from 100K+ nationwide entries in VIVIBHA BSM Bharat National Research Competition. Lead author of review paper on correlation and causation (under publication). Co-authored research on hypothesis testing frameworks.
Experience
System Architect, AriLab (Aug 2025 - Present): Designing scalable architecture for AI-driven MVP, translating research into production prototypes.
Founder & Lead, The FOSS Club (Feb 2023 - Jul 2024): Scaled open-source community from 0 to 300+ members. Organized 10+ workshops while mentoring 120+ students.
Tech Stack
Languages: Python, SQL, Java, C++, JavaScript AI/ML: LangChain, LangGraph, RAG, LLMs, NLP, TensorFlow, PyTorch, Scikit-learn Tools: React, Flask, Docker, MySQL, Git, Power BI, Pandas, NumPy
What I'm Looking For
AI/ML engineering or research roles where I can work on cutting-edge NLP/LLM applications, solve real-world problems at scale, and collaborate with talented teams. I thrive where research meets production and innovation drives genuine impact.
Open to: Full-time, internships, remote Location: Remote-first
Let's build something impactful together.
Experience
Work history, roles, and key accomplishments
Frontend Web Developer
Edunet Foundation
Aug 2025 - Oct 2025 (2 months)
Developed production-ready React-based landing page and dashboard components for data analytics SaaS platform, collaborating with design team to implement responsive UI/UX.
Key Achievements:
Built interactive analytics dashboard with real-time data visualization using React and Chart.js
Implemented responsive design LH Score 95
Developed reusable component library reducing development time by 30%
OmniDoc-AI
Built document intelligence system using hybrid retrieval (vector + keyword search) with multi-provider LLM integration that improved user comprehension by 45% and enabled 2x faster research document analysis.
Tech Stack: Python, LangChain, FAISS, React, UI/UX, OpenAI API, LLM's, LLamacpp, Ollama
GitHub: github.com/HmbleCreator/OmniDoc-AI
Freelance Web Developer
Synthetix
Sep 2025 - Oct 2025 (1 month)
Modernized and optimized psychotherapy practice website, migrating from legacy Joomla CMS to contemporary web standards with integrated booking functionality.
Key Achievements:
Implemented integrated booking system reducing appointment scheduling time by 60%
Enhanced site interactivity and mobile responsiveness, decreasing bounce rate by 25%
Improved page load speed by 50% through optimization
AI-powered lead scoring & prioritization tool for SaaSquatch Leads. Analyzes leads across 5 dimensions, automatically tiers A/B/C/D, and provides actionable buying signals.
Tech Stack: Python, Gemini API, React, OpenAI API, PostgreSQL
GitHub: https://github.com/HmbleCreator/SaaSquatch-Intelligence-Hub
Led end-to-end architecture and product development for an AI-driven MVP, translating research concepts into production-ready prototypes [30% faster than projected / in an average of 2 weeks].
Architected a scalable AI/ML infrastructure that reduced data processing costs by 20% and enabled 3x faster / daily team iteration.
Solar Fault Detection
Engineered predictive maintenance system reducing false alarms by 40% using ensemble ML methods for proactive solar infrastructure monitoring.
Tech Stack: Python, Scikit-learn, Plotly
GitHub: github.com/HmbleCreator/solar-fault-detection-simulator
ScoreFI 2.0
Description: Developed end-to-end ML pipeline scoring 10K+ DeFi wallets with 35% reduction in false positives using behavioral feature engineering and graph-based Sybil detection.
Tech Stack: Python, Scikit-learn, Web3.py, PostgreSQL
GitHub: github.com/HmbleCreator/scoreFi-2.0
Rag- Chatbot
Created standalone RAG system reducing redundant LLM calls by 60% through semantic caching, running local GGUF models without external dependencies.
Tech Stack: Python, Flask, llama.cpp, GGUF Models
GitHub: github.com/HmbleCreator/rag-chatbot
Founder & Community Lead
The FOSS Club @DTC
Oct 2022 - Feb 2024 (1 year 4 months)
Founded and scaled an open-source software community from 0 to 300+ active members in 3 semesters.
Organized 10+ technical workshops, hackathons, and mentorship programs focused on open-source contribution and best practices, resulting in 25+ new open-source Contributors.
Technical Lead & Founder
The FOSS Club
Feb 2023 - Jul 2024 (1 year 5 months)
Led a technical community of 300+ members, established standardized Git workflows for open-source contribution, and delivered workshops on Linux, Python scripting, and version control best practices.
AI Systems Architect
Vastu AI
Jan 2025 - Present (1 year 5 months)
Architected a multi-agent generative AI system using LangGraph and PyTorch to evaluate and optimize architectural floor plans, achieving 95% audit accuracy and supporting published IEEE research.
GenAI Engineer
OmniDoc-AI
Jan 2024 - Present (2 years 5 months)
Built a production-ready RAG answering engine and data pipelines, handling data ingestion, embedding creation, and multi-provider LLM integration to optimize latency and cost for GenAI services.
Machine Learning Engineer
scoreFi
Jan 2024 - Present (2 years 5 months)
Developed ML pipelines and graph-based Sybil detection for 10,000+ DeFi wallets, engineering 25+ features and reducing false positive risk assessments by 35%.
Education
Degrees, certifications, and relevant coursework
Delhi Technical Campus, GGSIPU
Bachelor of Technology, Computer Science (Minor in AI/ML)
2022 -
Grade: 9.15/10
Activities and societies: Research on Hybrid AI frameworks; coursework projects in deep learning and NLP.
Pursuing a B.Tech in Computer Science with a minor in AI/ML; coursework includes Deep Learning, Machine Learning, Algorithm Design, NLP, and Data Structures, with a research presentation accepted at IEEE IC3ECSBHI 2026.
Delhi Technical Campus {GGSIPU}
Bachelor of Technology (B.Tech.), Computer Science and Engineering
2022 - 2026
Grade: 8.51
Activities and societies: FOSS CLUB(Technical And Mentoring Experience), Research Papers, Hackathons.
ML Engineer specializing in NLP and RAG architectures, with experience building 6+ AI applications including document intelligence systems and DeFi scoring models. Founded and scaled a 300-member open-source community, contributed to 7+ OSS projects, and recognized nationally as a top research candidate from 100K+ entries.
Availability
Location
Authorized to work in
Website
hmblecreator.github.ioSocial media
Job categories
Skills
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