I turn AI ideas into working products - fast. Founders and teams come to me to skip the months of LLM experimentation and get straight to an MVP that holds up in the real world. Full Stack Developer & SaaS Developer & AI expert who helps startups and businesses quickly launch and scale SaaS and CRM products with AI automation, reducing operational costs, saving time, and driving measurable business growth. Scale your AI SaaS or CRM with Node.js developer to a production system after the MVP stage. AI SaaS developer who builds production-ready SaaS platforms, custom CRM systems, helps with SaaS marketing, and AI-powered applications used in 27+ countries, processing millions of records daily with 99.9% uptime. My background combines full stack development, AI integration, and CRM architecture. ✅ Full Stack Development - Backend: Node.js, Nest.js, PHP, Ruby, Python, Go, WordPress, Yii, Laravel - REST & GraphQL APIs, authentication, payments - High-load systems handling 10M+ monthly requests ✅ SaaS & CRM Development (SaaS Developer) - Custom CRM systems from scratch: dashboards, pipelines, roles & permissions - SaaS multi-tenant architectures - Subscription billing, admin panels, analytics - MVP delivery in 2-4 weeks ✅ AI Integration & AI Automation - OpAI API & LLM-powered CRM features with Claude, Grok, Gemini, ChatGPT - AI Auto assistants, content generation, data enrichment - Python based and Node.js based automation for sales & operations - LangChain, vector search, AI-driven dashboards - CRM & SaaS Business Results 🚀 97% user adoption within 3 months 💰 SaaS & CRM platforms processing $200K+/month ⚡ 40% reduction in operational costs via AI automation 📈 Platforms scaled to 320K+ users across 27+ countries Selected Projects - AI-Driven CRM: Built a custom CRM with AI-powered lead scoring, automated follow-ups, and reporting — reducing sales admin work by 60% - AI Integration specialist for SaaS: AI expert implemented content automation producing 500+ SEO articles/month, saving $4,000/month - Enterprise CRM & Finance Dashboard: Aggregated 1M+ transactions across QuickBooks, PayPal, Wise, and Xero — saving 40+ hours/month - Logistics CRM & SaaS Platform: Tracked 1,200+ vehicles, integrated Mapbox & Twilio, reducing late deliveries by 27% Tech Stack: (Full Stack, Web, Backend): Frontend & Web UI - React, Next.js, TypeScript - Vue.js, Nuxt.js - Angular - Tailwind CSS, component-based design systems (Backend & APIs): Node.js, PHP, Backend Development, NestJS, Express.js, REST APIs, webhooks, Laravel GraphQL where it makes sense, API integration, AI machine learning. CRM: Custom CRM development, CRM integrations, automation AI Integration: OpenAI API, LangChain, Python automation, Claude, Grok, Gemini, ChatGPT Cloud: AWS, Docker, Kubernetes, AWS, Cloud deployment APIs: Payments, Maps, Messaging, Analytics IoT (Optional): ESP32, Raspberry Pi, Embedded Linux Databases & data - PostgreSQL, MySQL, MongoDB, Redis Automation & AI - n8n, Node-RED - OpenAI / LLM integrations, AI chatbots, AI agents DevOps & delivery - Docker, CI/CD, GitHub / GitLab pipelines - AWS-based deployments (EC2, ECS, RDS, S3, Lambda) Who I Work With: ✔ Companies needing a Full Stack Developer ✔ Startups hiring a SaaS Developer ✔ Businesses looking for CRM development ✔ Teams wanting AI-powered CRM automation Looking for a SaaS Developer, Backend developer, React developer, or CRM expert? Full-Stack Engineer and SaaS Developer with 12+ years of experience, helping startups and businesses launch MVPs in under 4 weeks, scale to 320K+ users, and implement AI integration and CRM systems that reduce costs and accelerate growth. 🔄 How I work - Start with a short discovery phase: goals, users, constraints, key features - Define architecture and plan: phases, priorities, risks and integrations - Break work by AI Solution Architect into clear releases (MVP → v1 → further iterations) - Keep the codebase clean and extensible, avoiding one-off hacks - Provide transparent updates & stay available after launch for support and growth. ✅ We’re a good match when you: - building or evolving a SaaS platform, marketplace, booking system or internal B2B platform - need a Full-Stack Developer who can own frontend, backend and integrations - not just fix small bugs - want a AI Solution Architect who thinks like a product engineer, not just a task executor, share your context and scope - I’ll review it and come back with clarifying questions, a structure and proposed next steps. 🤖 AI automation (LangChain/LangGraph Node-RED / OpenAI) I add AI integration when it actually helps the product and the team: - AI-powered chatbots & AI agents for support, onboarding, FAQs, internal tools - OpenAI / LLM integration for summarisation, enrichment, routing, semantic search - RAG-style flows for documents, knowledge bases, internal data - Campaign & CRM automation – email sequences, tagging, lead routing, data sync between systems - AI Solution Architect

We design and deliver custom AI web applications, seamless API integrations, effortless version migrations, production-ready DevOps, clean application architecture, and reliable database solutions. With over 20 years of combined real-world experience, we partner with clients across the globe to turn ideas into scalable, future-proof digital products. What We Bring to the Table -: Modern Tech Stack: React, React Native, Node.js, Python, Java, GraphQL, Redux, Ember, PHP, Laravel -: API Integration & Development (REST + GraphQL) -: Quality Assurance (QA) & Testing -: Manual testing • Automation testing with Cypress, Playwright, Selenium, Jest, Mocha, and Postman -: Artificial Intelligence & Machine Learning (LLMs, Copilot workflows, intelligent automation) -: Cloud-Native Solutions – AWS, Azure, GCP -: Human-centered UI/UX Design & Development Our Full Tech Arsenal Frontend React • React Native • Redux • Ember • Vaadin Backend & Frameworks Node.js • Java • Spring Boot • Hibernate • Python • Spark • Kafka • Grails • JHipster CMS & E-commerce WordPress • Laravel • Shopify • PHP Data & APIs GraphQL • REST APIs DevOps & Cloud CI/CD Automation • Docker • Kubernetes • Terraform • AWS • Azure • GCP • Infrastructure as Code (IaC) • Cloud Administration • Monitoring & Logging • DevSecOps • Automated Deployments • High Availability & Scalable Infrastructure AI & Modern Tools LLM integration • GitHub Copilot • Claud • Grok • OpenAI • Anthropic Quality Assurance Cypress • Playwright • Selenium • Jest • Mocha • Postman • Automated + Manual Testing

Need an AI agent, voice bot, or SaaS product that actually ships to production—not another demo that dies after the pitch? That's where I help. I recently built an AI voice receptionist (live at callersync..com) that answers calls in real time, books appointments, and logs every conversation automatically. I've also helped clients reduce manual workloads by 60% through automation and built backend systems handling 100,000+ API requests per day. ⭐ What clients say: • "Expert in Next.js & React.js — dedicated resource." • "Quick turnaround, very talented." • "Takes ownership and enhances performance." 💼 What I build: • AI Voice Agents & Chatbots — OpenAI Realtime, Claude, Whisper, Deepgram, ElevenLabs, Twilio • AI Automation & Workflows — LangChain, n8n, RAG systems, document intelligence • Full-Stack SaaS Applications — Next.js, React, Node.js, TypeScript, PostgreSQL • APIs & Integrations — Stripe, OAuth, Webhooks, CRMs, scheduling platforms • Scalable Cloud Infrastructure — AWS, Cloudflare, Docker, Vercel, CI/CD ⚙️ Tech Stack: React • Next.js • TypeScript • Node.js • NestJS • Python • PostgreSQL • MongoDB • Redis • OpenAI • Claude • LangChain • AWS • Docker • CI/CD ✔ Why clients hire me: • 25+ successful projects delivered • 93% Job Success Score • Fast communication and clear updates • Production-focused development, not prototypes • Proactive suggestions that improve the product and reduce long-term costs Whether you have an AI idea, a half-built application, or a manual process that's slowing your team down, send me a message. I'll walk you through exactly how I'd build it, what challenges to expect, and the fastest path to production.

Anthropic Specialist covering Claude Cowork, Claude API, and Claude Code, as well as AI technologies in general. I build high-quality AI products and features: - Chatbots for delighting website visitors and capturing leads around the clock - Workflow automation for document processing, data entry, and repetitive tasks - App integrations for connecting the tools you already use — Salesforce, HubSpot, CRMs, Slack, and whatever else you run on - Custom AI apps and tools for any idea you can dream up - AI training and workshops — helping you or your team get up to speed with all things AI, including Claude Cowork and Claude Code training, onboarding, and optimization. 10 years building software means faster delivery, fewer surprises, and a great finished product. I'll keep you in the loop every step of the way — clear timelines, consistent updates, and progress that keeps you confident. I love AI technology, and that excitement goes into every project I take on. Here's how it works: 1. We talk about your goals and nail down exactly what you need to make it a reality 2. I build it — with regular updates so you always know where things stand 3. You get a polished, professional product — ready to use on day one Every project includes: 1. Documentation — so you and your team know exactly how everything works 2. Clean, maintainable code — so anyone can update, extend, or take over the project down the line 3. Full testing — so everything works reliably before you ever see it 4. A walkthrough — I'll make sure you're comfortable with everything before we wrap up If it's not something I'd be proud to show to a friend, it's not done yet. Anthropic certified. B.S. Engineering. 10+ years building software. Have a project in mind? I'd love to hear about it.

🚀 Top-Rated Freelancer 💯 100% Job Success & Client Satisfaction 🏆 Trusted by Fortune 500 Companies & National Brands I’ve worked with clients ranging from fast-paced startups to growing businesses, helping them build scalable platforms, automate workflows, and deliver smart, user-focused digital experiences. As a Full Stack Developer and AI Automation Specialist, I specialize in: • AI & LLM integrations: GPT, Claude, Llama, Grok, DeepSeek • Frontend development: React.js, Next.js, modern UI systems • Backend & APIs: Node.js, Python, REST APIs, third-party integrations • CMS platforms: WordPress, Webflow, Shopify, headless CMS • Automation & workflows: AI-driven systems, Zapier, API-based automation My work combines clean architecture, intuitive UI, and scalable backend systems. I build full-stack applications powered by modern frameworks while integrating AI-driven features like chatbots, automation tools, and intelligent workflows that improve efficiency and user engagement. 🧩 What I Build • AI-powered SaaS platforms and MVPs • Web and mobile applications with scalable architecture • AI chatbots, assistants, and conversational systems • Automation tools and workflow systems • CMS-driven websites and eCommerce platforms • Custom API integrations and third-party system connections That said, I don’t follow a one-size-fits-all approach. Every project is built around your business model, ensuring the system is flexible, scalable, and aligned with long-term growth. Whether it’s an MVP or a full platform, I focus on performance, usability, and future readiness. ⚡ AI & Automation Expertise • LLM integrations and AI agents • Conversational AI and smart assistants • AI-driven workflows and automation systems • LangChain, Pinecone, Chroma (RAG systems) • API-based automation and intelligent logic 🛠️ Core Tech Stack Frontend: React.js, Next.js, TypeScript Backend: Node.js, Python, FastAPI CMS: WordPress, Webflow, Shopify, Headless CMS Cloud: AWS, GCP, Firebase, Supabase Databases: MongoDB, PostgreSQL, MySQL Tools: Git, Figma, Postman, ClickUp From rapid MVPs to scalable SaaS platforms, I focus on building systems that are reliable, efficient, and designed to grow with your business.

I help businesses ship AI integrations, full-stack features, and WordPress systems built for production. On the AI side, at SmythOS I contributed to the shared LLM provider integration layer for an AI agent platform with 1,248+ GitHub stars. My work included multi-provider routing across 10+ providers, structured output normalization, token usage tracking, tool/function calling across request-response and streaming flows, and streaming cancellation. In the Studio layer, I contributed to core workflow-builder components, especially GenAI LLM and API Call, plus Hugging Face inference, Zapier AI Actions, and RAG Search improvements. The runtime was later open-sourced, and 401+ of my commits are publicly verifiable on GitHub. On the full-stack side, I have built SaaS products end-to-end with React, Next.js, TypeScript, Node.js, GraphQL, MongoDB, MySQL, REST APIs, and third-party integrations. On the WordPress side, I have delivered custom plugins, API integrations, custom Gutenberg blocks, membership and course flows, affiliate/payment automations, BuddyBoss extensions, WooCommerce/e-commerce customization, and performance optimization work for paying clients over multi-year engagements. What this means for you: I can help you ship AI features, full-stack application work, or advanced WordPress functionality in a production-ready way. --- What I can build for you: → AI integrations and automation — connect your product to OpenAI, Anthropic, Gemini, or customer-hosted models; implement request-response and streaming flows, tool calling, structured output, and fallback logic → Agentic systems — LLM-powered workflows, RAG pipelines, MCP servers, and multi-step agent chains that run reliably in production → Full-stack SaaS products — React or Next.js frontend, Node.js backend, GraphQL or REST APIs, MongoDB or MySQL, deployed on AWS with Docker and CI/CD → WordPress/CMS development — custom plugins, API integrations, custom Gutenberg blocks, membership/course platforms, affiliate/payment automation, BuddyBoss customization, WooCommerce support, and performance optimization → API-first backends — scalable Node.js/TypeScript services, WebSocket or SSE streaming, third-party integrations → AI feature additions — add an AI assistant, content generator, intelligent workflow, or API-driven automation layer to a product you've already built --- Proof that goes beyond the resume: • 16 Upwork reviews — every single one is 5 stars • $86,000+ earned on a single Upwork contract — 6,800+ hours over 3+ years with one client • 660+ commits across 3 production AI repositories as a paid employee — the company later open-sourced the codebase, all verifiable on GitHub • 96+ merged PRs across SmythOS runtime and platform repositories, including SmythOS/sre (1,248+ stars) • Refactored and productionized 9 of 11 embodiment interfaces in SmythOS's shared package, including MCP server, Alexa skill, voice, REST/OpenAPI, and ChatGPT plugin • Built Wallzoe from scratch as a freelancer — a full SaaS social media scheduling + photo editing platform with React, TypeScript, Node.js, GraphQL, MongoDB, and Stripe • 6+ years shipping production software remotely for startups and tech companies What past clients say: "I have worked with Forhad for years on a complicated project and he made my vision come true. He's reliable, a hard worker, a great communicator, and delivers fantastic work." "He is a one of a kind developer and person to work with. Not only does he dedicate so much time and energy to delivering a perfect task, but he goes above and beyond." "I could not have picked a better person to work with on this project. Forhad is a great communicator, delivers amazing quality work, and is a pleasure to work with." "Forhad is so far the best WordPress Dev I had to work with. Super professional, patient and going deep to fix issues and optimize the code." --- My stack: AI: OpenAI, Anthropic Claude, Google Gemini, AWS Bedrock, Groq, xAI/Grok, Hugging Face, Runware Frontend: React, Next.js, TypeScript, Tailwind CSS, Vue.js Backend: Node.js, TypeScript, Express.js, GraphQL, REST, WebSockets Databases: MongoDB, MySQL, SQLite Cloud: AWS (S3, Bedrock), Docker, GitHub Actions AI concepts: RAG, MCP, structured output, tool calling, streaming (SSE/WebSocket), multi-provider routing, agentic workflows WordPress: custom plugins, API integrations, custom Gutenberg blocks, membership systems, affiliate/payment automation, WooCommerce, BuddyBoss, performance optimization AI-assisted workflow: I use Claude Code, GitHub Copilot, Cursor, etc. to speed up delivery, while architecture decisions, code quality, and testing remain human-reviewed. --- I respond quickly, communicate in plain English, and treat your project like it matters — because it does. If you're building something with AI, full-stack product work, or advanced WordPress requirements, send me a message and let's talk about your project.

I build fast, secure, and AI-powered web applications that automate workflows, scale effortlessly, and deliver real business results - from startups to enterprise. Clients hire me when they need: - High-performance full-stack apps with perfect Core Web Vitals (100/100 Lighthouse) - Custom AI features: ChatGPT/Claude/Grok-powered chatbots, agents, RAG, automation - Bulletproof APIs (REST + GraphQL + Webhooks) that connect everything - Modern, maintainable code that loads instantly and ranks on Google - Seamless third-party integrations (Stripe, PayPal, Twilio, Shopify, etc.) Current 2025 Stack I use daily: - Frontend: Next.js 15, React 19, TypeScript, Tailwind CSS, Shadcn/ui, Framer Motion - Backend: Laravel 11, Node.js/NestJS, PHP 8.3, Python FastAPI - AI & Automation: OpenAI, Claude 3.5, Grok, LangChain, LlamaIndex, Make/Zapier/n8n - Databases: PostgreSQL, MySQL, MongoDB, Supabase, Redis - Cloud & DevOps: AWS, Vercel, Docker, GitHub Actions, Nginx You get clean code, daily updates (Loom + Notion), full ownership, and 30 days free support. Available immediately. Fluent English. 100% Job Success. Ready to turn your idea into a fast, smart, revenue-generating product? Message me - let’s build something great. Best regards, Mahesh Kathiriya

Automations Expert | Make.com Wizard | AI-Powered Workflows | Certified Monday.com Partner What if your business ran smoother, faster, and with fewer fires to put out — not because you worked harder, but because the systems finally worked right? That’s what I build: automation ecosystems that actually work — clean, scalable, and designed to eliminate the chaos, not add to it. If you’re tired of messy tools, manual workarounds, or “tech help” that leaves you stuck, you’re not alone — and you’ve just found the expert who fixes it for good. 🎥 See it in Action Send me a message and I'll share a loom showing some of my favorite automations I developed for businesses. 🚀 What I Offer I help ambitious businesses unlock operational excellence through bespoke automation and system design. My work transforms tangled, manual processes into clean, high-performing ecosystems — built to scale effortlessly as you grow. You’ve probably tried patching things together. Maybe you’ve hired someone who didn’t truly “get it.” Maybe you’ve spent hours testing tool after tool, hoping one would finally work. I’m here to end that cycle — and build you a system that works with you, not against you. 🛠 Tech Expertise - Monday.com – Advanced board architecture, automation design, dynamic workflows, CRM setups, project tracking systems. - Make.com – Custom automations across dozens of platforms, error handling, scenario optimization. - Trello – Process design, Kanban optimization, power-up integrations. - n8n – Open-source, self-hosted automation workflows with custom scripting. - Gumloop – Dynamic workflows and complex, AI-powered automation. - Zapier – Rapid prototyping and execution of powerful automation chains. - Google Suite – Full-stack integration (Sheets, Docs, Drive, Calendar) for seamless internal operations. - AI Tools – Strategic use of AI platforms like ChatGPT, Perplexity, Grok, Claude to automate decision-making, content generation, and customer interactions. - And more – Airtable, Slack, Notion, ClickUp, HubSpot, Salesforce, API integrations, and beyond. 🌟 Why Clients Choose Me ✅ Precision Engineering – Systems designed to *scale and adapt* without breaking. ✅ True Partnership – I collaborate deeply with your team to understand your business, not just your tool stack. ✅ Real-World Experience – Former Head of Systems and Efficiency at a leading Australian firm. Over two years of hands-on success delivering scalable automation. ✅ Business-Centric Approach – Every solution is aligned to your real business goals, not just “what the tools can do.” ✅ AI-Powered Advantage – Leveraging the latest AI tools to future-proof your operations and outpace your competition. 🔎 If This Sounds Familiar, You’re In the Right Place - You’re tired of systems that feel clunky or fall apart as you grow. - You’re frustrated with staff or freelancers who can’t solve the real problem. - You’re sick of wasting time testing tool after tool without real results. - You know there’s a better way — you just need the right expert to architect it. 🤝 The Right Fit I work best with businesses that: - Are serious about reducing manual work and increasing efficiency. - Understand the value of investing in premium system design. - Want an expert who leads solutions, not someone who needs micro-managing. 🚀 Ready to Transform How Your Business Operates? Send me a quick message — I’ll take it from there.

Hi, I am AI First Senior Full Stack Developer and Software Architect with over 7 years of experience, specializing in crafting dynamic, scalable, and innovative software solutions. I deliver high quality work super-fast by leveraging AI tools. My journey spans across high-growth startups and diverse industries, equipping me with the expertise to solve complex problems and deliver cutting-edge applications. If you are looking for a reliable and skilled developer to transform your ideas into functional, scalable solutions, you're in the right place! Full Stack Development Expertise I offer end-to-end software development services, leveraging the latest technologies to build responsive web and mobile applications. Here’s what I bring to the table: Frontend Development: - React.js, Vue.js, Angular – Dynamic, user-friendly interfaces - HTML5, CSS3, Tailwind CSS – Pixel-perfect designs - Responsive Design – Optimized for all devices Backend Development: - Node.js, Express.js, .NET core – Reliable, scalable server-side solutions - RESTful APIs, GraphQL – Seamless communication between systems - C#, Python – Flexibility to tackle diverse development needs - AI Agents, RAG, Vertex AI Database Management: - MongoDB, PostgreSQL, MySQL – Robust database solutions - Neo4j, Apache AGE – Expertise in graph databases for advanced data relationships - Database Design & Optimization – Efficient data structures and queries Cloud Platforms: - Google Cloud Platform (GCP) - Amazon Web Services (AWS) - Microsoft Azure Mobile Development: - React Native – Cross-platform mobile applications - Android Development – Feature-rich native apps AI Tools: - Cursor - Windsurf - Claude, Chat GPT, Grok, Gemini, Mistral, Copilot - Loveable, Bolt, v.0 My Proven Track Record 1. Epacket Express – Automation & Order Processing - Lead and develop order management systems, warehouse management systems, and automated the processes that increased the order fulfillment capacity to 1000 orders per person per day contributing to increase in company's profits more than 150%. 2. Sred io – SaaS Product - Developed a web application that streamlined the preparation of Scientific Research and Experimental Development (SR&ED) reports, saving millions of dollars for clients. 3. Email Vault – Secure Email Storage SaaS - Built a secure email storage system with advanced natural language processing (NLP) algorithms for extracting and managing critical email data. 4. Bitnine – Open-Source Apache AGE Product - Conducted research and developed the Community Detection Algorithm for Apache AGE, a graph database built on PostgreSQL, optimizing graph analytics for diverse applications. Portfolio & Community Contributions GitHub Contributions: Regularly contribute to open-source projects and showcase personal coding projects. Technical Articles: Actively share insights and tutorials with the developer community on platforms like Dev.to. Knowledge Sharing: Maintain a personal tech blog, publishing industry knowledge, coding tips, and tutorials. Community Engagement: Actively participate in discussions and problem-solving on Stack Overflow, contributing to the growth of the tech community. Certifications I have a bachelor's in computer science and have following certifications. - Algorithm and Data Structures – Free Code Camp - Responsive Web Design – Free Code Camp - Relational Database (SQL) – Free Code Camp - Problem Solving – HackerRank Why Choose Me? ✅ FAST Delivery: I deliver quality work super-fast by leveraging AI tools. ✅ Technical Expertise: Mastery of modern technologies like React, Vue Node.js, Express.js, MongoDB, Neo4j, and cloud platforms (AWS, GCP, Azure). ✅ Quality First: Clean, well-commented, and maintainable code. ✅ Client Success Focus: Your growth and satisfaction are my priorities. ✅ Reliability: Delivering on time and exceeding expectations. ✅ Problem Solving: Tackling challenges with innovative solutions. Let’s Build Your Vision Together! Keywords: React.js, Next.js, Vue.js, Angular, Redux, JavaScript, TypeScript, HTML, CSS, Ant Design, Tailwind CSS, Node.js, Express.js, .NET Core, Python, PostgreSQL, MongoDB, Firebase, GraphQL, RESTful APIs, Docker, CI/CD, AWS, GCP, Azure, Git, Webpack, Jest, Mocha, Cypress, OWASP Security Best Practices, AI/ML Integration, Automation, Performance Optimization

I am an ML and applied AI systems engineer with over 7 years fo high-level experience developing enterprise-scale systems. I specialize in conversational AI systems (voice and chat) and Agentic RAG Workflows My focus is on designing intelligent systems for sales, support, internal operations, and complex data workflows where performance, accuracy, and trust matter. I work across conversational AI, voice agents, retrieval-based systems, and multi-agent architectures, building solutions that help companies operate faster, make better decisions, and remove friction where it costs them time or money. What drives me is building game-changing systems, not simple/task automations. My systems hold up in real demanding use cases. What matters to me is how a system behaves when inputs are messy, context is incomplete, pressure is high, and the business needs consistent output it can rely on. That is the level I build for. I take a serious approach to architecture, system behavior, and refinement. I care about getting the logic right, reducing failure points, and shaping systems that do something meaningful for the business behind them. The goal is never to bolt AI onto a process for the sake of it. The goal is to build something genuinely useful, dependable, and worth deploying. How I Approach My Work I do not build around templates or generic automation logic. Every system is designed around the way your business actually works, how decisions are made, where breakdowns happen, and what the AI needs in order to perform with consistency. A large part of that work happens before development begins. That usually includes: mapping workflow logic and decision paths designing behavior for vague, incomplete, or inconsistent inputs reducing hallucinations and unreliable outputs balancing speed, cost, and system quality testing against real conditions instead of ideal examples refining until the system can be trusted without constant intervention I care a lot about how these systems behave after launch, not just whether they technically function. Getting a response is easy. Building something reliable is the real work. Core Capabilities Conversational AI systems for chat and voice RAG pipelines with strong grounding and retrieval logic Multi-agent systems for complex execution and decision flows AI systems for sales, support, and lead handling Internal knowledge assistants and workflow automation tools End-to-end architecture, development, testing, and deployment Selected Work Built SHURLY, an AI sales system that guides buyers through decisions, handles objections, and helps move conversations toward purchase inside chat Developed Ping An Auto Owner, a roadside assistance voice agent handling live emergency calls, structured intake, and dispatch coordination Engineered Argus Verify, an employment verification voice system that extracts key details, structures findings, and flags inconsistencies Created L33der, a multi-agent content intelligence system that transforms raw information into structured, strategic output Designed high-accuracy RAG systems processing 100k+ legal documents across complex formats for a major law firm If you are working through a difficult AI use case, an unclear architecture, or a system that needs to perform under real business conditions, I can help define it, design it, and build it properly. Core Stack Languages: Python, JavaScript, PyTorch Frameworks & Orchestration: LangChain, n8n, LangFlow, LangSmith Models: OpenAI, Claude, Gemini, Grok, DeepSeek, Qwen Voice Systems: LiveKit, Retell AI, Vapi, Whisper, Azure Speech, ElevenLabs, Cartesia Vector Databases: Pinecone, ChromaDB, Milvus, Qdrant Databases & Storage: PostgreSQL, MySQL, SQLite, Supabase Integrations: CRMs, e-commerce platforms, messaging apps, social platforms, APIs, and internal documentation systems