I help founders, SaaS teams, and business owners turn AI ideas into clear product, architecture, and implementation plans. If you are planning an AI chatbot, RAG system, AI agent, AI copilot, OpenAI/Claude/Gemini integration, or AI-enabled SaaS feature, I can help you decide what to build, what to avoid, and how to move toward a production-ready solution. I have 15+ years of experience across software architecture, SaaS development, API integration, cloud systems, and product delivery. I usually work with clients before or during development to bring clarity around the right AI approach, MVP scope, architecture, timeline, risks, and execution plan. I can help with: - AI integration strategy for SaaS products and web applications - RAG architecture for document, knowledge base, and internal search systems - AI chatbot, AI assistant, and AI copilot planning - AI agent and multi-agent workflow design - OpenAI, Claude, Gemini, Cursor, LangChain, and LlamaIndex solution planning - AI-powered document processing, summarization, search, and reporting - SaaS architecture, API integration planning, and cloud readiness review - AI MVP scoping, technical roadmap, and development team guidance Clients usually come to me when they need answers to questions like: 1. Can AI actually solve this product or business problem? 2. Should this be a chatbot, RAG system, AI agent, copilot, or simpler AI feature? 3. How do we connect AI with our SaaS product, database, CRM, internal tools, or APIs? 4. How do we reduce hallucinations and unreliable AI responses? 5. What should be included in the first MVP? 6. What will it take to build this securely, scalably, and cost-effectively? My focus is not “adding AI” just because it sounds good. My focus is helping clients build AI features that solve real product, workflow, and business problems. Relevant areas I can help plan: 1) AI Integration for SaaS Products - AI search, AI assistants, AI copilots, automated summaries, smart recommendations, document analysis, reporting workflows, and backend AI features for SaaS products and internal platforms. 2) RAG Systems and Knowledge Assistants - RAG architecture for products that need to answer from documents, PDFs, websites, customer records, internal knowledge bases, or structured business data. 3) AI Chatbots and AI Agents - Planning chatbot and agent workflows with conversation flow, role-based access, admin controls, escalation logic, backend integration, API actions, and human review where needed. Tools and technologies I work around include OpenAI, ChatGPT, Claude, Gemini, LangChain, LlamaIndex, RAG, vector databases, Pinecone, Weaviate, Chroma, Supabase, Python, FastAPI, Django, Node.js, React, Next.js, REST APIs, SaaS architecture, AWS, Azure, Google Cloud, API integrations, CRM/ERP integrations, n8n, Make, and Zapier-style automation. I bring both technical and business understanding. I can work with founders, product owners, CTOs, business teams, and developers to convert an idea into a clear technical direction. When needed, I can also support execution through Citrusbug/Aitiate’s AI and SaaS engineering team.

I bring 20+ years of professional software engineering and architecture experience, a Master's degree in Software Systems, and multiple Microsoft Azure certifications. Throughout my career, I have successfully delivered enterprise software, cloud platforms, AI solutions, and data platforms for startups, SMBs, and global organizations. I have completed 25+ AI projects, 35+ Azure Cloud projects, 40+ Full-Stack .NET projects, 20+ Microservices implementations, and 30+ Data Engineering projects, helping businesses modernize applications, automate operations, and build scalable digital solutions. My solutions have helped organizations automate repetitive business processes, reduce operational costs by thousands of dollars annually, eliminate 100–1,000+ hours of manual work per year depending on project scope, and improve productivity by up to 70% through intelligent automation and modern cloud architecture. As an AI Architect, I design and deliver enterprise AI Development solutions that improve business efficiency and accelerate innovation. My experience includes Machine Learning, AI Chatbot, Chatbot Development, Natural Language Processing, Business Process Automation, API Development, and secure enterprise integrations. I have successfully completed 25+ AI Architect engagements for organizations looking to adopt modern AI technologies. My AI solutions typically automate customer support, document processing, knowledge management, and business workflows, helping clients save 200–2,000+ hours annually, reduce operational costs by $10,000–$100,000+ per year depending on business size, and significantly improve decision-making through AI-powered insights. As an Azure Cloud Architect, I architect secure, scalable, and high-performance cloud solutions using Microsoft Azure. My experience includes CI/CD, Kubernetes, Terraform, Deployment Automation, Microsoft SQL Server, SQL, API, API Development, and Information Security. I have successfully delivered 35+ Azure Cloud Architect projects that improved scalability, reliability, and operational efficiency. By optimizing Azure infrastructure and implementing cloud automation, I help organizations reduce cloud infrastructure costs by 20–40%, shorten deployment cycles from days to minutes, improve application availability to 99.9%+, and save engineering teams 100–500+ operational hours annually. As a Full-Stack .NET professional, I build enterprise applications using .NET Core, ASP.NET MVC, React, Next.js, JavaScript, TypeScript, HTML5, CSS, and PostgreSQL. I design modern web applications with responsive user experiences, scalable backend services, and secure API integrations. I have successfully delivered 40+ Full-Stack .NET applications across multiple industries. My enterprise applications streamline complex business workflows, eliminate manual processes, improve employee productivity, save 100–500+ hours annually, and reduce ongoing maintenance costs by thousands of dollars through scalable and maintainable software architecture. I specialize in Microservices architecture for enterprise applications, designing scalable systems that improve maintainability, deployment speed, and business agility. My Microservices implementations integrate secure API solutions, CI/CD, Kubernetes, Deployment Automation, and modern cloud practices. I have successfully architected and delivered 20+ Microservices platforms for enterprise customers. These architectures reduce production downtime by up to 80%, accelerate software releases by up to 60%, improve scalability for thousands of concurrent users, and save development teams 200–800+ engineering hours annually through independent deployments and automated release pipelines. As a Data Engineer, I build modern data platforms that support analytics, reporting, and AI workloads. My expertise includes Data Analysis, Data Mining, Data Visualization, Data Scraping, Web Crawling, Microsoft SQL Server, SQL, PostgreSQL, and enterprise data integration. I have successfully completed 30+ Data Engineer projects that transformed business data into valuable insights for decision-making. My Data Engineering solutions automate reporting, eliminate manual spreadsheet work, save 100–1,000+ reporting hours annually, improve reporting accuracy, and provide real-time dashboards and analytics that enable executives to make faster, data-driven business decisions while identifying opportunities that save thousands of dollars through operational optimization. If you're looking for an AI Architect, Azure Cloud Architect, Full-Stack .NET professional, Microservices specialist, or Data Engineer who can build scalable AI solutions, modernize enterprise applications, optimize Azure infrastructure, and transform business data into actionable insights, I'd be happy to discuss your project. My goal is to help organizations automate 100–2,000+ hours of manual work annually, reduce operational costs by thousands of dollars, accelerate product delivery.

☁️ Microsoft 365, Azure, .NET & Umbraco Specialist 🔐 10+ Years of Experience in Cloud, IT Administration & App Development 🏢 Helping Businesses Manage, Secure, Automate & Optimize Microsoft Environments ⚙️ Microsoft 365 | Azure | Entra ID | Exchange | SharePoint | Teams | Intune | Fabric | Power BI | .NET | Umbraco "𝘼𝙝𝙢𝙖𝙙 𝙝𝙖𝙨 𝙖 𝙨𝙤𝙡𝙞𝙙 𝙪𝙣𝙙𝙚𝙧𝙨𝙩𝙖𝙣𝙙𝙞𝙣𝙜 𝙤𝙛 𝙩𝙝𝙚 𝙈𝙞𝙘𝙧𝙤𝙨𝙤𝙛𝙩 𝙀𝙘𝙤𝙨𝙮𝙨𝙩𝙚𝙢 𝙖𝙣𝙙 𝙗𝙪𝙞𝙡𝙙𝙨 𝙬𝙝𝙖𝙩 𝙬𝙖𝙨 𝙨𝙩𝙖𝙩𝙚𝙙 𝙞𝙣 𝙩𝙝𝙚 𝙧𝙚𝙦𝙪𝙞𝙧𝙚𝙢𝙚𝙣𝙩 𝙨𝙥𝙚𝙘𝙞𝙛𝙞𝙘𝙖𝙩𝙞𝙤𝙣. 𝙄 𝙡𝙤𝙤𝙠 𝙛𝙤𝙧𝙬𝙖𝙧𝙙 𝙩𝙤 𝙬𝙤𝙧𝙠𝙞𝙣𝙜 𝙬𝙞𝙩𝙝 𝙝𝙞𝙢 𝙖𝙜𝙖𝙞𝙣.” I help businesses get the most out of their Microsoft 365, Azure, and web technology environments by making them secure, organized, reliable, scalable, and easy to manage. With over a decade of hands-on experience, I have supported companies with Microsoft 365 administration, Azure administration, tenant management, email migration, user/device management, security hardening, SharePoint setup, Teams administration, Intune configuration, .NET development, Umbraco CMS customization, and ongoing IT/cloud support. Whether you need Microsoft 365 setup, tenant cleanup, Azure configuration, migration support, .NET application work, Umbraco website support, or ongoing admin help, I can step in and get things handled professionally. “𝙁𝙖𝙨𝙩 𝙖𝙣𝙙 𝙩𝙤 𝙩𝙝𝙚 𝙥𝙤𝙞𝙣𝙩, 𝘼𝙝𝙢𝙖𝙙 𝙙𝙞𝙙 𝙚𝙫𝙚𝙧𝙮𝙩𝙝𝙞𝙣𝙜 𝙝𝙚 𝙣𝙚𝙚𝙙𝙚𝙙. 𝙃𝙞𝙨 𝙘𝙤𝙙𝙚 𝙬𝙖𝙨 𝙘𝙡𝙚𝙖𝙣 𝙖𝙣𝙙 𝙚𝙖𝙨𝙮 𝙩𝙤 𝙪𝙣𝙙𝙚𝙧𝙨𝙩𝙖𝙣𝙙 𝙖𝙣𝙙 𝙬𝙚 𝙬𝙞𝙡𝙡 𝙗𝙚 𝙨𝙪𝙧𝙚 𝙩𝙤 𝙝𝙞𝙧𝙚 𝙝𝙞𝙢 𝙖𝙜𝙖𝙞𝙣.” 📞 Invite me to your job, and I’ll be happy to review your current setup, understand your needs, and suggest the best approach even if we don’t end up working together.

I help SaaS companies design and scale backend systems that handle growth, complexity, and performance without breaking. With 25+ years of experience in software architecture, I specialize in building cloud-native systems on AWS that are reliable, scalable, and built for long-term growth. If your system is becoming slow, difficult to maintain, or unable to scale, I can help you redesign it into a clean, high-performing architecture. What I focus on: • SaaS Architecture & System Design (scalable, modular systems) • Backend Development (APIs, microservices, event-driven systems) • AWS Cloud Architecture (Lambda, ECS, RDS, S3, VPC, cost optimization) • System Refactoring & Modernization (monolith to microservices) • Performance Optimization & Scalability • DevOps & Infrastructure (Docker, Kubernetes, CI/CD) Recent Impact: • Reduced infrastructure cost by 40% by re-architecting a legacy ERP into AWS microservices. • Built an AI-powered recommendation system that increased user engagement by 25%. • Developed a real-time analytics platform, reducing data latency from minutes to seconds. • Automated complex workflows, saving teams 200+ hours/month through intelligent system design. I don’t just write code. I design systems that scale with your business. If you're building or scaling a SaaS product and need a strong architectural foundation, feel free to reach out. Let's discuss your system.

I'm a full-stack developer building the connective tissue between business systems, data, and AI agents. Claude, Claude Code and multi-agent orchestration are now a daily part of how I build. HOW WE START Send me a short description of the workflow that is eating your team's time. I'll reply with how I would automate it, what it would take, and a fixed-price first milestone, so you can see the quality of the work before committing to more. Available 9:30am to 8:00pm UK time: full UK and EU overlap, and about six hours a day with US Eastern.

Software development isn't just my profession—it's what I've been building companies around for more than 28 years. I specialize in projects that other developers consider too difficult, too specialized, or too risky. My work spans Windows low-level programming, system internals, AI-powered applications, healthcare software, enterprise platforms, and high-performance C++ systems where architecture, reliability, scalability, and performance are critical. My expertise includes Windows internals, native Win32 development, file systems, security, performance optimization, reverse engineering, system-level debugging, and modern AI technologies including Large Language Models (LLMs), agentic AI, clinical NLP, and Retrieval-Augmented Generation (RAG). Core Expertise: • Windows Low-Level Programming & System Internals • Native Win32 Development • High-Performance C++ Software • AI Systems & LLM Applications • Clinical NLP & Healthcare AI • Enterprise Software Architecture • Performance Optimization • Reverse Engineering • Cybersecurity Professional Credentials • BBB Accredited Business • Microsoft Supplier • Member of HTCIA • Founder & CEO, Secured Globe, Inc. • Inventor with registered patents

I deliver implementation-ready architecture and delivery plans for SaaS platforms in regulated industries. My most recent engagement produced a 100+ page technical blueprint for a German energy comparison platform covering multi-tenant architecture, RBAC, GDPR compliance, API contracts, database schemas, and a phased delivery roadmap. The client described the outcome as "very detailed and on point." My regulated industry experience spans energy, space and defence (Satellite Applications Catapult, Innovate UK), aviation (MyAirOps), healthcare, medical research, and fintech. What you get: Architecture and delivery plans: system designs, data models, API contracts, security frameworks, and phased roadmaps. Not theoretical frameworks. Specifications your developers can build from on day one. Rapid prototyping and validation: I use AI-augmented development daily through MVP Foundry, my own methodology for compressing MVP timelines. I can validate architectural decisions with working code, not just documents. 25 years across CTO, solutions architect, and delivery roles. BCS Certified in Enterprise & Solution Architecture. 100% Job Success. Expert-Vetted (top 1%). Typical engagements: - Fixed-price architecture and delivery plans (2-3 weeks, from $3,600) - MVP build using AI-augmented development (from $5,000) - Fractional technical advisor (ongoing, part-time) - Technology selection and vendor evaluation

𝐒𝐞𝐧𝐢𝐨𝐫 𝐅𝐮𝐥𝐥 𝐒𝐭𝐚𝐜𝐤 𝐀𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭 | 𝐅𝐮𝐥𝐥 𝐒𝐭𝐚𝐜𝐤 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐞𝐫 | 𝐌𝐨𝐛𝐢𝐥𝐞 𝐀𝐩𝐩 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐞𝐫 | 𝐄𝐧𝐭𝐞𝐫𝐩𝐫𝐢𝐬𝐞 𝐒𝐨𝐥𝐮𝐭𝐢𝐨𝐧 𝐀𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭 | 𝐒𝐚𝐚𝐒 𝐏𝐥𝐚𝐭𝐟𝐨𝐫𝐦𝐬 | | 𝐄-𝐂𝐨𝐦𝐦𝐞𝐫𝐜𝐞 | 𝐌𝐚𝐫𝐤𝐞𝐭𝐩𝐥𝐚𝐜𝐞 | 𝐃𝐚𝐬𝐡𝐛𝐨𝐚𝐫𝐝 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭 | 𝐖𝐨𝐫𝐤𝐟𝐥𝐨𝐰 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 | 𝐃𝐨𝐜𝐮𝐦𝐞𝐧𝐭 𝐌𝐚𝐧𝐚𝐠𝐞𝐦𝐞𝐧𝐭 𝐒𝐲𝐬𝐭𝐞𝐦 With 𝟭𝟬 𝘆𝗲𝗮𝗿𝘀 𝗼𝗳 𝗲𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲, I help startups, growing businesses, and enterprises architect, build, modernize, and scale Full Stack Web Applications and Mobile Apps that solve complex business challenges. My expertise extends beyond development into solution architecture, enterprise software, SaaS platforms, AI-powered applications, ERP systems, workflow automation, and digital transformation. 💼 𝐂𝐨𝐫𝐞 𝐄𝐱𝐩𝐞𝐫𝐭𝐢𝐬𝐞 ➤ 🌐 Web & Full Stack Development • Full Stack Web Development • Enterprise Web Applications • SaaS Product Development • Dashboard Development • Business Intelligence Dashboards • Workflow Automation • Document Management System • API Development • Enterprise Software Development ➤ 📱 Mobile App Development • Native iOS & Android Apps • Cross-Platform Mobile Applications • Real-Time Applications • Offline-First Mobile Apps • Push Notifications • Secure Authentication • Payment Integration ➤ 🏢 Enterprise Business Solutions • ERP & CRM Solutions • E-Commerce & Marketplace Development • Construction Management • Property Management • Retail Management • Customer & Employee Portals • Business Process Automation 🏗️ 𝐒𝐨𝐥𝐮𝐭𝐢𝐨𝐧𝐬 𝐈 𝐁𝐮𝐢𝐥𝐝 ➤ 🌐 Enterprise Web Applications Scalable, secure, and responsive web applications built with clean architecture, intuitive user experiences, and enterprise-grade performance. ➤📱 Mobile Applications Native and cross-platform applications with cloud synchronization, real-time communication, offline capabilities, secure authentication, and payment processing. ➤ ☁️ SaaS Applications Multi-tenant SaaS products with subscription management, RBAC, analytics, workflow automation, reporting, and cloud scalability. ➤ 🏢 ERP & Enterprise Software Custom ERP, CRM, HR, Finance, Procurement, Inventory, Manufacturing, Operations, and Business Management solutions tailored to your business processes. ➤ 🛒 E-Commerce & Marketplace B2B, B2C, D2C, and Multi-Vendor E Commerce solutions with inventory management, supplier management, order processing, payment gateways, customer portals, and analytics. ➤ 📊 Dashboard Development Executive dashboards, operational dashboards, KPI tracking, reporting systems, and business intelligence solutions for data-driven decision making. ➤ 📄 Document Management System Centralized document repositories, approval workflows, version control, digital signatures, compliance tracking, and secure document sharing. ➤ 🏗️ Construction Management Project planning, contractor management, procurement workflows, equipment tracking, project monitoring, budget management, and operational dashboards. ➤ 🏠 Property Management Tenant management, lease administration, maintenance workflows, inspections, owner portals, payment automation, and reporting. ➤ 📈 Business Solutions • Dashboard Development • Workflow Automation • Document Management System • Construction Management • Property Management • Supplier Integration • Demand Forecasting • Retail Management • E Commerce Solutions • Event Management System • Ticketing System • Enterprise Portals 🏭 Industries Served • 🛒 Retail & E-Commerce • 🏭 Manufacturing • 🚚 Logistics & Supply Chain • 🏗️ Construction • 🏠 Real Estate & Property Management • 🎓 Education & EdTech • 🏨 Hospitality • 💳 Finance & FinTech • 🎟️ Events & Entertainment • 💼 Professional Service ⭐ 𝗪𝗵𝘆 𝗖𝗹𝗶𝗲𝗻𝘁𝘀 𝗖𝗵𝗼𝗼𝘀𝗲 𝗠𝗲 ✅ 10 years of experience delivering scalable software solutions ✅ Architecture-first approach with a business-focused mindset ✅ Expertise in Full Stack Web & Mobile App Development ✅ Clean, maintainable, and production-ready code ✅ Strong focus on scalability, security, and performance ✅ Transparent communication and dependable delivery ✅ Long-term technology partner for continuous growth 🤝 𝐋𝐞𝐭'𝐬 𝐁𝐮𝐢𝐥𝐝 𝐘𝐨𝐮𝐫 𝐍𝐞𝐱𝐭 𝐃𝐢𝐠𝐢𝐭𝐚𝐥 𝐏𝐫𝐨𝐝𝐮𝐜𝐭 Whether you're building a Web Application, Mobile App, SaaS Product, ERP, Dashboard Development, Workflow Automation,Document Management System, Construction Management, Property Management, Supplier Integration, Demand Forecasting, Retail Management, E Commerce Solution, Retail Management, E Commerce Solution, Event Management System, or Ticketing System, I can help transform your idea into a secure, scalable, and future-ready product. Let's discuss your project and build technology that grows with your business.

I automate operations for founders. Custom dashboards, AI voice agents, and automations built into your business and existing tools, designed around how your team actually works and shipped fast. 𝗥𝗲𝗰𝗲𝗻𝘁 𝘄𝗼𝗿𝗸: → Built inbound and outbound AI voice agents that handle calls, qualify leads, and book appointments without a human touching the phone. Live and running for real operations. → Built custom AI assistants and chatbots connected directly to databases, pulling live data to answer questions and return dynamic, real-time results instead of canned responses. → Built full GoHighLevel automation from lead intake to closure, powered by an AI SMS SDR that replies instantly, follows up on its own, and flags leads for human review when they need a real person. The system sorts hot and cold leads automatically and delivers daily insights across the whole pipeline. Running across healthcare, real estate, HVAC, and law firm operations. → Analytics system tracking $2.4M in revenue in a single month for a high-ticket sales operation; $4.6M all-time. Leadership watched $1.4M close in one week from a single screen; rep performance, pipeline stages, conversion rates, all live. → Upgraded a real-estate operation from manual Excel sheets to a custom dashboard powering automations across their pipeline without manual work. Claude plugged into the same data, answering business questions, flagging bottlenecks, and surfacing daily reporting improvements. → Worked with SaaS product owners building their MVPs from prototype to production, then scaling them. Multi-client Stripe billing for clean onboarding, RAG systems making AI features actually deliver, and the production engineering to ship something real. → A founder running a live AI product had watched his in-house dev team struggle for three months to get the AI behaving the way he wanted. Came in, worked the problem from first principles, got it shipping the experience he envisioned. Live with real users. I also help founders figure out what to build and where things break, and consult on their more novel problems: new AI use cases, LLM behaviour, agent architecture, voice agent design, making your vision come to life. Claude Code is my daily infrastructure. Multiple businesses run their day-to-day on what I've built; ops, SaaS, LLM products, voice agents, all in production. If you've got something to build or fix, let's talk. KEYWORDS: Claude Code, Anthropic SDK, OpenAI, Gemini, Python, Node.js, React, Next.js, TypeScript, FastAPI, MCP, n8n, Make, Zapier, Retell AI, Vapi, GHL, GoHighLevel, Supabase, PostgreSQL, MongoDB, Pinecone, Weaviate, Stripe, Stripe Billing, Multi-Client Billing, AWS, Azure, GCP, Cursor, LangGraph, LangChain, RAG Pipeline, Vector Database, Semantic Search, Agentic AI, Multi-Agent Systems, Agentic Workflow Systems, AI Agents, AI Automation, LLM Integration, Prompt Engineering, Workflow Automation, Business Process Automation, CRM Automation, GHL Automation, Lead Intake Automation, Lead Nurturing, Lead Qualification, AI SMS SDR, SMS Automation, Email Automation, Follow Up Automation, Hot and Cold Lead Scoring, Lead Routing, Human in the Loop, AI Calling Agent, Voice AI, Voice Agents, Inbound Voice Agent, Outbound Voice Agent, Appointment Booking Automation, Custom AI Chatbot, Chatbot Development, Database Connected Chatbot, Dynamic Data Retrieval, Real-Time Conversational Systems, Conversational AI, AI Assistant Development, Custom Dashboard Development, Analytics Dashboard, Revenue Analytics, Sales Pipeline Dashboard, Pipeline Automation, Real-Time Reporting, Business Intelligence, API Integration, SaaS Development, MVP Development, Prototype to Production, Production Hardening, Deployment Pipeline, Cloud Deployment, AI App Development, AI Powered SaaS Platform, AI Systems Architect, Automation Architect, AI Infrastructure Engineer, Applied AI Engineer, AI Full-Stack Developer, Full-Stack SaaS Developer, Fractional AI Architect, AI Solutions Architect, Product Engineer, Healthcare Automation, Healthcare AI, Real Estate AI, Real Estate Automation, PropTech, HVAC Automation, LegalTech, Law Firm Automation, Cross-Industry Automation

🚀8+ years building real-world AI & LLM systems for startups and teams I help founders and teams turn AI ideas into real, working products — starting from PoCs and MVPs, and evolving them into robust, production-ready systems as the business scales. I’m an AI Engineer & Architect with 8+ years of hands-on experience, working closely with startups, founders, and product teams to solve real-world problems using modern Generative AI, LLM systems, and cloud-native architectures. Whether you’re experimenting, validating an MVP, or scaling to production, my focus is on clean architecture, future-proof design, and practical trade-offs — so early AI decisions don’t become bottlenecks later. 🤖 Generative AI & Large Language Model Systems I design and implement model-agnostic LLM architectures, so products aren’t locked into a single provider. ⚫GPT-5.2, GPT-4o, GPT-4 Mini (OpenAI / Azure OpenAI) ⚫Anthropic (Claude), Google Gemini ⚫Prompt engineering, tool/function calling, structured outputs ⚫Multi-model routing, evaluation & fallback strategies ⚫ Embedding AI deeply into product workflows (not just chat) 📚 RAG, Knowledge Bases & Knowledge Graphs I build LLM systems that reason over real data, not hallucinations. ⚫End-to-end LLM-RAG architectures (PoC → MVP → scale) ⚫Vector search + semantic search + hybrid retrieval ⚫Recursive & multi-level chunking strategies ⚫Dynamic context assembly & relevance scoring ⚫Knowledge bases & knowledge graphs (Neo4j) ⚫Hierarchical document structures & graph-based retrieval 🤖 AI Agents & Agentic Workflows I specialize in agentic systems that actually perform work, not just respond to prompts. ⚫Single & multi-agent architectures (planner, executor, critic) ⚫LangChain, LangGraph, Cloud Agent SDK, AutoGen, CrewAI ⚫Agent orchestration, agent protocols & A2A patterns ⚫Tool-using agents for operations, analytics & automation ⚫Stateful agents with memory & human-in-the-loop controls ⚫Event-driven and workflow-based agent system ⚙️ MLOps, LLMOps & Observability I treat AI like production software, not experiments. ⚫CI/CD for ML & LLM pipelines ⚫Dockerized & Kubernetes-based deployments ⚫MLflow, Vertex AI, Azure Machine Learning ⚫Model versioning, evaluation & rollback strategies ⚫LLM observability with Langfuse ⚫Metrics & monitoring using Prometheus & Grafana ⚫Cost-aware inference & performance optimization ☁️ Cloud & Infrastructure Architecture I’ve built and deployed AI systems across all major cloud platforms and modern infra stacks. ⚫AWS, Azure, GCP (Cloud Run, production pipelines) ⚫Scalable cloud-native deployments ⚫High-availability & fault-tolerant systems ⚫GPU & inference infrastructure (RunPod) ⚫Developer-friendly deployments (DigitalOcean) ⚫Data Engineering & analytics pipelines (including AWS-native data services) 🧩 Backend & Frontend Engineering I bridge AI + product engineering, so systems ship end-to-end. ⚫FastAPI / Flask backend services ⚫Secure APIs, async systems, auth & permissions ⚫TypeScript, React for frontend applications ⚫Full-stack AI product development ⚫Contract-driven APIs & system integration 🎯 How I Add Value ✔ Help founders experiment fast without painting themselves into a corner ✔ Design PoCs and MVPs that naturally evolve into production systems ✔ Translate business goals into practical AI architectures ✔ Build AI systems for real users, real traffic, real constraints I don’t just “plug in ChatGPT.” I architect AI systems that fit your product, your data, and your stage. 🤝 Let’s Talk If you’d like to brainstorm an idea, validate an approach, or plan your AI roadmap, I’m available for consultations 💬