Hire the Best Google BERT Specialists

I don't just wrap APIs. I build the algorithms underneath them. I'm an AI engineer with 8+ years across quantum-simulation ML, fintech, EdTech, and clinical research — and an MS in Theoretical Chemistry. I train transformers from scratch, invent production retrieval algorithms, and ship AI inside a $660M global Clinical Research Organization where "almost right" doesn't pass. If your last contractor handed you a LangChain demo and called it a product, we should talk. 🔹 What Sets Me Apart ✅ Inventor of the Fox-Search Algorithm — a hybrid vector + graph retrieval method I built for asymmetric query/target search (short questions against 200-page clinical protocols). Pairs a trainable ~0.3B-parameter BERT-tier model with FAISS where pure embedding search collapses. ✅ I train my own models — fine-tuning a 0.3B encoder is normal work for me, not outsourced to a Hugging Face checkpoint. ✅ Scientific rigor — career started predicting atomistic energies and forces for ab-initio-quality molecular simulations. Same measurable-accuracy discipline now applied to LLM systems. ✅ Founder of edup.ai — autonomous grading of handwritten STEM work: computer vision + handwriting recognition + math reasoning + rubric generation, end-to-end. ✅ Production AI in a regulated industry — currently building document intelligence at Worldwide Clinical Trials (2,900+ employees, 52 countries). 🔹 Core Capabilities ▪ RAG done right — hybrid vector+graph retrieval, FAISS at scale, embedding fine-tuning, evaluation harnesses that actually measure quality. If your RAG hallucinates, I can usually tell you why within an hour. ▪ LLM engineering — self-optimizing prompt primitives that improve over time, constrained generation, tool calling, structured outputs. GPT-4o, Claude, Llama, Mistral. ▪ Document intelligence — production parsers for PDF, DOCX, XLSX with section-aware XML processing; semantic search that finds alternative phrasings of previously-approved language. ▪ Custom model training — BERT-tier encoders, LoRA/QLoRA fine-tuning, domain-adaptive pretraining. ▪ Computer vision — handwriting recognition, OCR, ViT/CLIP, math symbol understanding. ▪ High-performance engineering — C++ on the hot path, FastAPI services, real async Python. 🔹 Tech Stack • Languages: Python, C++, JavaScript / TypeScript • ML / DL: PyTorch, TensorFlow, Hugging Face Transformers, scikit-learn, NumPy, Pandas • LLM: OpenAI GPT-4o / o-series, Claude, Llama, Mistral, LangChain, LangGraph, LlamaIndex, LoRA / QLoRA, RAG, function calling • Retrieval: FAISS, Pinecone, Weaviate, Chroma, Qdrant, custom hybrid vector+graph search • Vision: OpenCV, PyTorch Vision, ViT, CLIP, OCR, handwriting recognition • Backend: FastAPI, Flask, Docker, REST, WebSockets, async Python • Frontend: Svelte 4, React • Enterprise: Microsoft Entra ID, SharePoint, Azure, AWS, GCP 🔹 Shipped Projects ▪ Fox-Search RAG — hybrid vector+graph retrieval running in production for clinical document Q&A, outperforming pure embedding baselines on long-form documents. ▪ Self-optimizing prompt infrastructure — reusable LLM primitives that improve over time without manual prompt-tuning. ▪ Document intelligence backend — parses Excel/DOCX/PDF with section-level XML comprehension; powers cross-document semantic search. ▪ RFI automation for clinical trials — ingests Excel-based Requests for Information and routes them through automated answer pipelines. ▪ edup.ai — 7-stage autonomous grading pipeline for handwritten math, from photo capture to gradebook. Live at edup.ai. ▪ Neural network potentials — ML approximations of quantum-mechanical energy surfaces for molecular simulation (same problem class as DeepMind's AlphaFold lineage). 🔹 How I Work ✔ I scope honestly — if your problem doesn't need AI, I'll tell you. ✔ I write the evaluation code before the model code. Anyone can demo; I deliver something you can measure. ✔ I ship in weekly increments — no six-week silence followed by a "big reveal." ✔ I write maintainable code your team can own after I'm gone. 🔹 Best Fit For Teams stuck on "our RAG kinda works but hallucinates" • Document-heavy domains (clinical, legal, scientific, financial, EdTech) • Startups needing a senior engineer who can architect, train, deploy, and operate • Anyone whose roadmap requires training models, not just prompting them. Send me your problem — not your solution. I'll reply within 24 hours with an honest read on whether I'm the right engineer for it.

Expert-Vetted (Top 1% of Upwork talent)🏆🏆🏆 🎓 NLP, ML, LLM and AI expert 💬 custom Chatbots using OpenAI/ AWS bedrock, langchain, vector databases. LLMs like chatgpt, GPT4, Claude3.5, Llama and Falcon 🚀 AI Agents development using frameworks like LangGraph, Autogen or CrewAI 📊 Sentiment Analysis, Text Classification, text generation, text summarization, Topic modelling, and Data Clustering 🚀 Certified AWS Architect skilled in designing and developing AI pipelines using AWS Bedrock and SageMaker, lambda, RDS specializing in NLP, ML, LLM, and AI technologies. 💬 Finetuning open-source LLMs on custom data 🤖 Low code/No code AI automations using tools like Make.com and Zapier 🖼️ Custom image generation using stable diffusion models 🎥 Object Detection, Motion Tracking, Scene Recognition, and Anomaly Detection. 🎯 Recommendation Engines Expert: Specialized in designing and implementing recommendation systems using AWS Personalize, Google Cloud Recommendations AI, and custom solutions built from scratch. Unlike many pseudo-AI experts who simply know how to call OpenAI or Anthropic APIs, I bring 𝟗 𝐲𝐞𝐚𝐫𝐬 of deep, hands-on experience in the AI field, mastering everything from traditional ML to advanced Generative AI. I understand the ins and outs of building real AI solutions that go far beyond basic API integrations. 🤖 𝐄𝐱𝐩𝐞𝐫𝐭𝐢𝐬𝐞 𝐢𝐧 𝐋𝐚𝐫𝐠𝐞 𝐋𝐚𝐧𝐠𝐮𝐚𝐠𝐞 𝐌𝐨𝐝𝐞𝐥𝐬 (𝐋𝐋𝐌) 𝐚𝐧𝐝 𝐀𝐈: ➜ Fine Tuning: Specialized in finetuning LLMs like llama, openai models, qwen2.5, mistral for domain adaptation, style adaptation, persona writing, QnA, medical, legal, and more. ➜ LLM Synthetic Dataset Generation for finetuning ➜ LLM Evaluation Framework ➜ LLM Deployment: On Cloud platforms like AWS DLC, Lambda, and more. ➜ AI Agents / Voice Bots: Proficient with CrewAI/AutoGen, Amazon Polly, Deepgram, OpenAI swarm. ➜ AI Automation using make and zapier ➜ custom LLM Deployment: On AWS/GCP/RunPod using SkyPilot, vLLM/TGI frameworks 🛠️ 𝐓𝐨𝐨𝐥𝐬/𝐅𝐫𝐚𝐦𝐞𝐰𝐨𝐫𝐤𝐬: ➜ Langchain, LangServe, LangSmith, llamandex, Heystack, HuggingFace, Transformers ➜ VectorDB: Chromadb, FAISS, PineCone, Qdrant, opensearch, Azure Cosmosdb, Milvus ➜ Flowise AI, LangFlow, StackAI ➜ GCP Vertex AI, Google Colab, AWS Sagemaker, Azure ML studio, Runpod, Vast AI 🐍 Python Frameworks: ➜ Low-Code UI Tools: Streamlit, Gradio, Panel API Frameworks: FastAPI, Flask, Django, Pydantic Machine Learning / Deep Learning Frameworks:PyTorch, TensorFlow, Keras, HuggingFace Transformers ➜Data Wrangling / Processing:Pandas, NumPy, Dask, Polars, Scikit-learn ➜Model Serving and Deployment: Triton Inference Server, TorchServe, ONNX Runtime, MLflow, BentoML 🗄️ 𝐃𝐚𝐭𝐚𝐛𝐚𝐬𝐞𝐬: ➜ SQL: MySQL, PostgreSQL, SQLite, Azure SQL ➜ NoSQL: MongoDB, DynamoDB, Firebase, Redis ➜ GraphDB: Neo4j, Amazon Neptune 💻 𝐅𝐫𝐨𝐧𝐭𝐞𝐧𝐝 𝐓𝐞𝐜𝐡: ➜ React, Angular, Next.js, Vue.js, Tailwind CSS, Bootstrap I am lead AI/ML engineer with more than 9 years of experience traditional ML, deep learning, advanced NLP, generative AI LLMs like chatgpt, GPT4, Llama, Falcon and Mistral, Mixtral, Qwen. Strong experience in executing custom AI and NLP solutions and integrating them in business workflows, along with advanced skills in object detection, motion tracking, scene recognition, and anomaly detection. If you're working with any sort of data for your project, I'm here to help! Whether you have raw and unprocessed data that needs cleaning, or you need help scraping and annotating new data, I've got you covered. As an AI professional with a specialization in AI, NLP, LLMs, I've worked with various models, including GPT3, Chatgpt/GPT4, llama3, Qwen, and GPT-J, and have experience in applying state-of-the-art NLP techniques to projects. If you need help training a deep learning model, I can help you experiment with cutting-edge models such as T5, Bert, M2M, FLAN-T5 and RoBerta to achieve the best possible performance. I can train/Fine tune open source LLMs like Llama, mpt7b, Falcon using efficient techniques like QLora. I'm well-versed in working with transformer-based models and can help you fine-tune and transfer learning to get the most out of your data. If you have text data I can help with text classification, natural language understanding, and natural language generation. If you're looking for a chatbot or conversational AI solution, I can help you develop a solution using Chatgpt, langchain and vector databases like pinecone. In addition to NLP, I'm experienced in working with sequential data, time series forecasting, and PyTorch code debugging. I have successfully completed over 60 jobs on Upwork, logging more than 4000 hours of work while consistently achieving client satisfaction. If you're looking for an AI professional who can help with anything remotely related to LLMs or AI Agents, any other NLP/ML task don't hesitate to reach out to me. I'll be more than happy to assist you in achieving success with your project.

✅ 𝐈'𝐦 𝐚𝐧 𝐞𝐱𝐩𝐞𝐫𝐭 𝐯𝐞𝐭𝐭𝐞𝐝 𝐟𝐫𝐞𝐞𝐥𝐚𝐧𝐜𝐞𝐫 𝐯𝐢𝐚 𝐔𝐩𝐰𝐨𝐫𝐤 ✅ 𝐓𝐨𝐩 𝐑𝐚𝐭𝐞𝐝 𝐏𝐥𝐮𝐬 ✅ 𝟏𝟎𝟎% 𝐉𝐨𝐛 𝐒𝐮𝐜𝐜𝐞𝐬𝐬 🚀 30+ 𝐀𝐈 𝐏𝐫𝐨𝐣𝐞𝐜𝐭𝐬 𝐃𝐞𝐥𝐢𝐯𝐞𝐫𝐞𝐝 I specialize in 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭𝐬, 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧, 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬, 𝐙𝐚𝐩𝐢𝐞𝐫, 𝐆𝐨𝐇𝐢𝐠𝐡𝐋𝐞𝐯𝐞𝐥 (𝐆𝐇𝐋), 𝐂𝐥𝐚𝐮𝐝𝐞 𝐀𝐈, 𝐆𝐀4, 𝐆𝐨𝐨𝐠𝐥𝐞 𝐭𝐚𝐠 𝐦𝐚𝐧𝐠𝐞𝐫, 𝐂𝐨𝐧𝐯𝐞𝐫𝐬𝐢𝐨𝐧 𝐓𝐫𝐚𝐜𝐤𝐢𝐧𝐠, 𝐁𝐢𝐠𝐐𝐮𝐞𝐫𝐲 𝐚𝐧𝐝 𝐒𝐞𝐫𝐯𝐞𝐫-𝐒𝐢𝐝𝐞 𝐓𝐫𝐚𝐜𝐤𝐢𝐧𝐠. Our expertise includes building 𝐢𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐭 𝐰𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬, 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐧𝐠 𝐛𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐩𝐫𝐨𝐜𝐞𝐬𝐬𝐞𝐬, 𝐢𝐦𝐩𝐥𝐞𝐦𝐞𝐧𝐭𝐢𝐧𝐠 𝐀𝐈-𝐩𝐨𝐰𝐞𝐫𝐞𝐝 𝐬𝐨𝐥𝐮𝐭𝐢𝐨𝐧𝐬, 𝐬𝐞𝐭𝐭𝐢𝐧𝐠 𝐮𝐩 𝐆𝐨𝐨𝐠𝐥𝐞 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐚𝐧𝐝 𝐆𝐀4 𝐭𝐫𝐚𝐜𝐤𝐢𝐧𝐠, 𝐜𝐨𝐧𝐟𝐢𝐠𝐮𝐫𝐢𝐧𝐠 𝐜𝐨𝐧𝐯𝐞𝐫𝐬𝐢𝐨𝐧 𝐚𝐧𝐝 𝐚𝐭𝐭𝐫𝐢𝐛𝐮𝐭𝐢𝐨𝐧 𝐬𝐲𝐬𝐭𝐞𝐦𝐬, 𝐜𝐫𝐞𝐚𝐭𝐢𝐧𝐠 𝐜𝐮𝐬𝐭𝐨𝐦 𝐝𝐚𝐬𝐡𝐛𝐨𝐚𝐫𝐝𝐬 𝐢𝐧 𝐋𝐨𝐨𝐤𝐞𝐫 𝐒𝐭𝐮𝐝𝐢𝐨, 𝐝𝐚𝐭𝐚 𝐯𝐢𝐬𝐮𝐚𝐥𝐢𝐳𝐚𝐭𝐢𝐨𝐧, 𝐝𝐚𝐭𝐚 𝐚𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬, and integrating tools to streamline operations and drive business growth through actionable insights and automation. Most clients don't need another chatbot that answers questions they need AI that actually does the work. That's what I build. 🚀 𝐖𝐡𝐚𝐭 𝐈 𝐁𝐮𝐢𝐥𝐝: 🧠 Business OS & AI Automation - AI that runs your ops: emails, scheduling, reporting, lead management 🤖 Autonomous Agent Teams - Multi-agent pipelines with Claude, Langchain/Langgraph 🏢 Enterprise RAG - Context-aware engines across Notion, Slack, SQL & Drive 🎙️ Voice AI - Real-time agents for support & qualification (ElevenLabs) ⚙️ Process Automation - Claude, N8N, Python backend to automate workflows 🛠️ 𝐒𝐩𝐞𝐜𝐢𝐚𝐥𝐢𝐳𝐞𝐝 𝐈𝐧: ● Claude/AI Ecossystem - Claude Code, Cowork, OpenClawn, MCP and Agentic workflows ● AI Systems - RAG, SQL Agents, Voice Agents, Multi-Agents Systems, Prompt Engineering ● AI Frameworks - Langchain/Langgraph, Agno, OpenAI API, N8N, Langflow 💻 𝐓𝐞𝐜𝐡𝐧𝐢𝐜𝐚𝐥 𝐒𝐭𝐚𝐜𝐤: ● AI & LLMs — Anthropic Claude · OpenAI · Gemini · DeepSeek · Ollama (Local) ● Orchestration — LangChain · LangGraph · CrewAI · Agno · MCP ● Vector & Data — Qdrant · Pinecone · ChromaDB · Supabase · PostgreSQL · SQL ● Automation & Backend — N8N · FastAPI · Docker · Python ● Frontend & Integration — Next.js · REST APIs · Webhooks ● Claude Ecosystem — Claude Code · Cowork · OpenClawn · MCP Servers 𝐇𝐨𝐰 𝐈 𝐰𝐨𝐫𝐤: 1. Quick scoping discussion; 2. Prototype in days/weeks; 3. Refinement & Production hardening; 4. Handoff documents or optional maintenance. ⚡ Shoot me a message and let's work on your AI project! Thank you! Arpit Tech Stack & Keywords n8n • Make • Integromat • Zapier • GoHighLevel • GPT-4o • LangChain • OpenAI • Agents SDK • Openclaw • Open code (open-source like Claude code) • Python • Node.js • AWS Lambda • Webhooks • Pinecone Claude Code · Cowork · OpenClawn · MCP Servers. Google analytics. Looker studio. Data visualization.Data analytic. GA4.Dashboard

Senior AI Engineer | AI Agents, LLM & RAG | Chatbots, n8n & AI Automation | OpenClaw & Hermes ✅ $40K+ earned · 72 jobs · 680+ hours on Upwork · 8+ years · AWS & MITx certified I build AI systems that RUN OPERATIONS — not just answer questions. ▪️ RAG pipelines that cut support tickets by 40% ▪️ AI agents that qualify leads, make outbound calls & book appointments 24/7 ▪️ Multi-agent workflows that replaced 3 full-time coordinators for a property firm ▪️ Automations that save clients 10–20 hours every week All running in production, without human intervention. That's the gap between a demo and a deployed system — and that's where I work. 🎁 NOT SURE AI FITS YOUR WORKFLOW? I'll build you a free mini-POC — something small and real you can test on your own use case before committing a dollar. ━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🤖 AI AGENTS & MULTI-AGENT SYSTEMS AI agent development with LangChain, LangGraph, CrewAI, AutoGen, OpenAI Agents SDK, Google ADK, and PydanticAI. Custom MCP servers connecting agents to databases, APIs, CRMs, and internal tools. Persistent memory, autonomous task execution, and multi-agent delegation. ⚙️ AI AUTOMATION & INTEGRATIONS n8n, Make com, and Zapier Deep GoHighLevel, HubSpot, Salesforce, and Pipedrive integration. End-to-end CRM workflows, lead routing, appointment booking, and AI built into the tools your business already runs on. 💬 AI CHATBOTS Production chatbots powered by ChatGPT, Claude, and Gemini — deployed on WhatsApp, Telegram, Instagram, web widgets, and SMS. Lead qualification, appointment booking, FAQ deflection, and 24/7 support, integrated with GoHighLevel, HubSpot, and Salesforce. 📚 RAG & LLM APPLICATIONS Production RAG pipelines with LangChain, LlamaIndex, Pinecone, Weaviate, Qdrant, ChromaDB, and pgvector. Enterprise knowledge bases, PDF chatbots, document AI, and semantic search deployed for legal, medical, real estate, and finance clients. 🚀 AI SaaS & MVPs Full-stack Generative AI platforms shipped in weeks. Next.js, React, Python, FastAPI, Supabase, and Stripe. Architecture to deployment on AWS, GCP, and Vercel. 🗣️ VOICE AI AI receptionists and SDR callers with Vapi, Retell AI, ElevenLabs, Deepgram, and Twilio — booking and qualifying leads 24/7. 🧠 SPECIALIST EDGE: I also deploy and customize OpenClaw and Hermes Agent for production — SOUL.md design, ClawHub skills, MCP bridges, persistent memory, and multi-channel deployment. Plus LLM fine-tuning (LoRA, QLoRA) and inference optimization (vLLM, TGI) when projects need it. ━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🛠️ STACK OpenAI / Claude / Gemini / Mistral / Llama / DeepSeek | Python, FastAPI, Node.js, Django | React, Next.js | PostgreSQL, MongoDB, Redis, Supabase | Docker, Kubernetes, AWS, GCP 🏢 INDUSTRIES Real Estate, Healthcare, Legal, E-commerce, Finance, Insurance, Marketing Agencies, SaaS, Education, Recruiting ━━━━━━━━━━━━━━━━━━━━━━━━━━━ ⚙️ HOW I WORK 1. Scoping call → understand your problem 2. Architecture → design the right system 3. Fast prototype → working demo in days 4. Production hardening → scale, security, monitoring 5. Documentation & handoff → your team owns it 💬 SEND ME YOUR IDEA — even rough notes. I'll give you an honest take: how I'd build it, what it realistically takes, and whether AI is even the right call (sometimes it's overkill — I'll tell you straight). If it's a fit, I'll show you a working mini-POC before you commit a dollar. Let's build something that actually runs.

AI & Software Engineer | Specializing in Generative AI, Machine Learning I am experienced in building intelligent systems and optimizing cloud infrastructure with extensive hands-on experience in AI, data engineering, and cloud technologies. With a proven track record of delivering scalable, efficient, and tailored solutions, I’m here to help bring your tech vision to life. ————————— You are here because ————————— - You are a small to mid-sized startup or business pushing the boundaries of technology. - You need custom AI or cloud solutions that go beyond pre-built options and offer a competitive edge. - You need expert guidance in automating workflows, deploying AI models, and optimizing cloud infrastructure to scale. - You’re looking for a tech partner who can handle everything from data pipelines to machine learning models, and deliver results. ——————————— Here’s why I’m the right fit: ——————————— I specialize in building and deploying complex AI solutions that automate tasks, optimize processes, and scale with your business. My experience spans multiple industries, and I’ve delivered everything from predictive data pipelines to advanced machine learning models. I work with technologies like Python, AWS, GCP, and Ansible to provide end-to-end solutions. ——————————— I help my clients: ——————————— - Develop and deploy intelligent systems (e.g., LLM assistants, predictive models, and image enhancement). - Optimize cloud infrastructure (AWS/GCP) for maximum performance. - Automate workflows using Ansible and monitor critical operations with Grafana. - Build robust data pipelines using PySpark, Airflow, and BigQuery. ——————————— More about me: ——————————— With a strong foundation in AI, cloud computing, and software development, delivering custom solutions that drive business outcomes. My projects range from automating customer support with AI assistants to designing scalable data pipelines for real-time data processing. I use tools like AWS SageMaker, Docker, and Kubernetes to build production-ready solutions. Whether you need an AI-powered application or cloud infrastructure optimization, I’m here to guide you through the entire process, from planning to execution. For more details on my projects and how I can assist you, check out my portfolio below. Let’s collaborate and bring your tech vision to life!

𝗠𝗼𝘀𝘁 𝗔𝗜 𝗱𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁𝘀 𝗳𝗮𝗶𝗹 𝗶𝗻 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗯𝗲𝗰𝗮𝘂𝘀𝗲 𝗼𝗳 𝗳𝗿𝗮𝗴𝗶𝗹𝗲 𝗔𝗣𝗜 𝘄𝗿𝗮𝗽𝗽𝗲𝗿𝘀, 𝗺𝗮𝘀𝘀𝗶𝘃𝗲 𝘁𝗼𝗸𝗲𝗻 𝗯𝗹𝗼𝗮𝘁, 𝗮𝗻𝗱 𝗽𝗼𝗼𝗿 𝗱𝗮𝘁𝗮 𝘀𝗲𝗰𝘂𝗿𝗶𝘁𝘆. 𝗜 𝗯𝘂𝗶𝗹𝗱 𝘁𝗵𝗲 𝗶𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 𝘁𝗵𝗮𝘁 𝗽𝗿𝗲𝘃𝗲𝗻𝘁𝘀 𝘁𝗵𝗮𝘁. I don't build basic wrapper demos or generic chatbots. I engineer production-grade AI infrastructure, custom Model Context Protocol (MCP) servers, and minimal-dependency agentic workflows that businesses can scale reliably. If you need someone to safely connect autonomous AI models to your private, mission-critical databases and legacy systems without risking hallucinations or massive cost spikes, we should talk. 𝗥𝗲𝗰𝗲𝗻𝘁 𝗣𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗜𝗺𝗽𝗮𝗰𝘁 • 𝗘𝗻𝘁𝗲𝗿𝗽𝗿𝗶𝘀𝗲 𝗢𝗖𝗥 𝗜𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲: Engineered a high-throughput computer vision and document intelligence pipeline that processed 20M+ scanned legal and legacy records into highly structured data. • 𝗖𝗼𝗺𝗽𝘂𝘁𝗲𝗿 𝗩𝗶𝘀𝗶𝗼𝗻 𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 𝗘𝗻𝗴𝗶𝗻𝗲: Deployed a custom YOLO object detection pipeline with specialized trajectory logic for a US sports organization, cutting game-footage review bottlenecks by 80-90%. • 𝗖𝗼𝗻𝘁𝗲𝘅𝘁-𝗖𝗼𝗺𝗽𝗿𝗲𝘀𝘀𝗲𝗱 𝗞𝗻𝗼𝘄𝗹𝗲𝗱𝗴𝗲 𝗘𝗻𝗴𝗶𝗻𝗲𝘀: Designed Graph-RAG systems utilizing abstract syntax tree (AST) and runtime analysis to compute minimal context subgraphs—delivering high-precision semantic search while slashing LLM token burn. • 𝗣𝗿𝗼𝗷𝗲𝗰𝘁 𝗦𝗻𝗮𝗽𝗧𝗲𝗫 𝗣𝗶𝗽𝗲𝗹𝗶𝗻𝗲: Developed an end-to-end intelligent pipeline that automatically parses handwritten mathematical text and technical diagrams directly into clean, compilable LaTeX code. 𝗖𝗼𝗿𝗲 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 𝗦𝗽𝗲𝗰𝗶𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻𝘀 • 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗢𝗿𝗰𝗵𝗲𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻: Designing multi-agent topologies, state machines, reflection loops, and planning layers that keep autonomous agents from looping or executing destructive commands. • 𝗠𝗼𝗱𝗲𝗹 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗣𝗿𝗼𝘁𝗼𝗰𝗼𝗹 (𝗠𝗖𝗣): Creating secure, production-grade MCP servers that serve as secure data bridges between LLMs and enterprise infrastructure. • 𝗗𝗮𝘁𝗮 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 & 𝗗𝗼𝗰𝘂𝗺𝗲𝗻𝘁 𝗡𝗼𝗿𝗺𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻: Handling massive batch processing, data extraction, validation, and structuring from highly chaotic data inputs. • 𝗘𝗱𝗴𝗲 & 𝗘𝗺𝗯𝗲𝗱𝗱𝗲𝗱 𝗖𝗼𝗺𝗽𝘂𝘁𝗲𝗿 𝗩𝗶𝘀𝗶𝗼𝗻: Fine-tuning tracking and object detection models (YOLOv8) optimized for rapid execution. • 𝗣𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻-𝗚𝗿𝗮𝗱𝗲 𝗜𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲: Docker, FastAPI backends, asynchronous data streams, vector databases, and secure cloud deployment (AWS Bedrock, Azure). 𝗪𝗵𝗮𝘁 𝗬𝗼𝘂 𝗖𝗮𝗻 𝗘𝘅𝗽𝗲𝗰𝘁 • 𝗣𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻-𝗚𝗿𝗮𝗱𝗲 𝗣𝘆𝘁𝗵𝗼𝗻 𝗖𝗼𝗱𝗲: Clean, modular, and strictly documented backends built for zero dependency bloat. • 𝗦𝗲𝗰𝘂𝗿𝗶𝘁𝘆-𝗙𝗶𝗿𝘀𝘁 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲: Rigorous runtime guardrails and role-based access controls to protect private enterprise datasets. • 𝗧𝗿𝗮𝗻𝘀𝗽𝗮𝗿𝗲𝗻𝘁 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗼𝗻: Direct, highly technical alignment on engineering trade-offs, scalability constraints, and cost optimization.I partner with startups, fast-growing companies, and enterprise teams that need measurable business value, not experimental prototypes. 𝗪𝗮𝗻𝘁 𝘁𝗼 𝗲𝗹𝗶𝗺𝗶𝗻𝗮𝘁𝗲 𝗮 𝗱𝗮𝘁𝗮 𝗯𝗼𝘁𝘁𝗹𝗲𝗻𝗲𝗰𝗸 𝗼𝗿 𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗲 𝗮 𝗰𝗼𝗺𝗽𝗹𝗲𝘅 𝘄𝗼𝗿𝗸𝗳𝗹𝗼𝘄? Click the Invite button to share your project details. Let's build something built to last.