I build production-ready Claude-powered AI agents and automation systems that ship in weeks, not quarters and actually run in production. No demos, no proof-of-concepts that quietly die. Just systems clients keep paying for. 🚀 𝐖𝐡𝐚𝐭 𝐈 𝐂𝐚𝐧 𝐇𝐞𝐥𝐩 𝐘𝐨𝐮 𝐁𝐮𝐢𝐥𝐝 ✔ Claude / MCP Agent Systems — Claude Code, MCP servers, multi-agent orchestration with LangGraph ✔ Voice AI Agents — Retell, Vapi, ElevenLabs, Whisper integrations with CRM + telephony ✔ RAG Knowledge Assistants — vector-DB-backed document chat (Pinecone, Weaviate, ChromaDB) ✔ Workflow automation using Make, n8n, Zapier, and GoHighLevel ✔ GPT / OpenAI Integration — embedded into existing SaaS products and CRMs ✔ Full-Stack AI Apps — Python / FastAPI / Node.js / Next.js / React ✔ Custom AI solutions tailored to business operations ⚡ 𝐖𝐡𝐲 𝐂𝐥𝐢𝐞𝐧𝐭𝐬 𝐖𝐨𝐫𝐤 𝐖𝐢𝐭𝐡 𝐌𝐞 ✔ Production-ready systems, not experimental demos ✔ Clean, scalable, and maintainable architecture ✔ Strong communication and transparent collaboration ✔ Fast iteration and reliable delivery ✔ Focus on practical business outcomes and usability I'm probably not the right fit if you need a $10/hr commodity dev, want me to skip discovery, or expect a working multi-agent system in 48 hours. 𝐓𝐨𝐨𝐥𝐬 𝐈 𝐀𝐜𝐭𝐮𝐚𝐥𝐥𝐲 𝐔𝐬𝐞 Claude (Anthropic API · Claude Code · MCP) · OpenAI / GPT-4 / GPT-4o · LangChain · LlamaIndex · LangGraph · Pinecone · Weaviate · ChromaDB · Make · n8n · Zapier · GoHighLevel · Retell · Vapi · ElevenLabs · Whisper · Twilio · Python · FastAPI · Node.js · React · Next.js · REST APIs · Vector DBs · MCP servers 🎯 𝐄𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞 ✔ 10+ years in software development ✔ 100+ projects delivered across startups and businesses ✔ Experience building AI-powered SaaS products and automation systems ✔ Strong expertise in GPT integrations, AI workflows, and scalable backend systems 𝐋𝐞𝐭'𝐬 𝐭𝐚𝐥𝐤. I offer a free 30-minute discovery call where I'll either map out the system you need or tell you honestly if I'm not the right fit. Most clients know within the first 15 minutes whether we should work together. DM me with a one-line description of what you're building.

LiveKit, WebRTC, SIP/VoIP, Electron, AI, video, audio, real-time software development at scale. 600M+ AI call minutes a month (Nucleus). $10M+ ARR EdTech (BrainCert). Enterprise VMS surveillance for 50,000 users (VALT). 𝗙𝗿𝗲𝗲 𝗣𝗥𝗗 𝗳𝗼𝗿 𝗻𝗲𝘄 𝗽𝗿𝗼𝗷𝗲𝗰𝘁𝘀, 𝗳𝗿𝗲𝗲 𝗰𝗼𝗱𝗲 𝗿𝗲𝘃𝗶𝗲𝘄 𝘄𝗶𝘁𝗵 𝗶𝘀𝘀𝘂𝗲 𝗿𝗼𝗼𝘁𝘀 𝗼𝗿 ~𝟱𝟬𝗵 𝘁𝗿𝗶𝗮𝗹 - 𝗳𝗼𝗿 𝗲𝘅𝗶𝘀𝘁𝗶𝗻𝗴 𝗼𝗻𝗲𝘀. I'm the CEO of Fora Soft, and personally architect every project. You get an owner accountable for delivery and senior judgment from day one, not a junior learning WebRTC on your budget. ⚠️ DM or invite me - I respond within 2 hours. WHAT I'VE BUILT (selected): → SpeedSpace (LiveKit) - remote video production on LiveKit, WebRTC, and FFmpeg. Makes content for Netflix, HBO, and Electronic Arts. Shown at Paris Fashion Week. → Nucleus .com (SIP/VoIP) - WebRTC and SIP business phone system for the Canadian telecom Fibernetics. 600M+ call minutes a month, 5,000+ businesses, AI voice agents, SOC II, HIPAA. → FRP.live (Electron) - desktop and AI music platform. 720,000+ licensed tracks from Sony, Universal, and Virgin. Used by 12,000+ DJs. → VocalViews .com (WebRTC) - research platform with 1M+ participants, used by Samsung, McDonald's, Google, Netflix, TikTok, Adobe. → Tyxit .com (Electron, audio) - Electron desktop app for sub-30ms live music. Performed at the Montreux Jazz Festival. $1.3M raised, partnered with Karmine Corp. → VALT ipivs .com (Wowza, WebRTC) - video recording, streaming, surveillance SaaS platform. 770+ US organizations, 2,500 IP cameras, 50K+ users. From $1M revenue in the launch year to $9.7M now. 12 years’ partnership. → Live Eye (Electron) - AI retail surveillance. 10K+ locations, $5M+ fraud prevented. → BrainCert .com - the first HTML5 + WebRTC virtual classroom. 100K+ customers, 500M+ classroom mins. → Sprii - €365M+ in live commerce sales. 72K+ live events. → StreamLayer - interactive sports overlays, $14.1M raised. NBC, CBS, Red Bull, Chelsea FC. PROBLEMS I SOLVE (with proof from real projects): • When third-party SaaS gets too expensive at scale: replaced GoogleDocs, Zoom and Discord with a custom LiveKit platform, 2,000 students in one live class (Scholarly: 15,000+ users) • Sub-30ms latency for live music (Tyxit, Electron app: Montreux Jazz) • SIP/VoIP calling at scale: WebRTC-to-SIP bridges, FreeSWITCH, Telnyx (Nucleus, 5K+ businesses) • AI surveillance on Electron desktop apps: $5M+ fraud prevented across 10K+ locations (Live Eye) • AI voice agents processing 600M+ call min/mo (Nucleus) • Secure video conferencing at enterprise scale: up to 500 participants, AES-256 (iMind: used by PwC and national telecoms) • Computer vision: 99.5% face recognition, 500K+ plates/day (Mindbox .ai) • Live commerce at €365M+ sales (Sprii: 72K+ events, 3K+ brands) • Sports tech: Premier League (Vokalo), NBC/CBS/Red Bull (StreamLayer, $14.1M raised) SPEC-FIRST AGENTIC AI: I work spec-first, not vibe-first. As CEO and architect, I write the full spec and architecture before any code. Then my senior team drives AI agents against strict guardrails to build production-grade systems. You get AI speed with the stability of a senior team. TECH I WORK WITH DAILY: ◆ Real-time, video, and audio: WebRTC, LiveKit, MediaSoup, MOQ, Ant, Kurento, Janus, Jitsi, Agora, FFmpeg, GStreamer, Wowza, HLS/DASH, RTMP/RTSP ◆ VoIP and telecom: SIP, FreeSWITCH, Telnyx, Twilio, Vonage ◆ Backend: Node.js, NestJS, Python, Go, PHP, PostgreSQL, MySQL, MongoDB, Redis ◆ Frontend and desktop: Electron, React, Next.js, Vue, Angular, JavaScript, TypeScript ◆ AI/ML: OpenAI API, Whisper, Deepgram, Speechmatics, Amazon Polly, TensorFlow, PyTorch, OpenCV ◆ Mobile: React Native, Flutter, Swift, Kotlin ◆ Infra: AWS, GCP, Azure, Docker, Kubernetes, CI/CD WHO I HELP: • Startups building their first video MVP • Scale-ups hitting WebRTC performance walls • Enterprises needing HIPAA/SOC2 video HOW I WORK: 1. 30-min call – assess your project honestly (including if we're NOT the right fit) 2. Written architecture + estimate within 24 hours 3. Dedicated team assigned within 1 week 4. I stay involved throughout – architecture reviews, tech decisions, escalations WAYS TO ENGAGE: build from scratch, drop in on the hard WebRTC/LiveKit/SIP/Electron modules, or rescue a stalled build. WHY FORA SOFT: 100% JSS, $10M+ earned, 925 jobs, 403K+ hours, 400+ clients across 17+ countries, 20 years in video, audio, and real-time software, Top WebRTC Developer 2022 and Top Telecom Developer 2024, 1 of 400 developers passes our internal selection. CLIENT FEEDBACK: "We've been working together for 10 years and continue. Fora Soft planned and built our entire video SaaS from scratch across web, iOS and Android." - Dustin, CTO @ VALT (50k users, 770 organizations, 2,500 IP cameras) ⚠️ Press Invite or message me. I'll send back a PRD, architecture, and an estimate within 24 hours.

🏆 Top Rated AI Automation Expert ✅ 100+ AI Agents & Automation Workflows Delivered ✅ $40K+ Earned · 50+ Jobs · 1,899+ Hours on Upwork ✅ Helping Businesses Save Time & Scale with AI I help startups, agencies, and businesses automate operations using AI Agents, AI Workflow Automation, Voice AI, and RAG Chatbots. From lead generation and customer support to appointment booking and internal operations, I build intelligent automation systems that reduce manual work and increase efficiency. Here's what I can help you with: ✔ AI Agents & Agentic Workflows Multi-agent systems, workflow orchestration, and autonomous task automation built with n8n, Make, Zapier, LangChain, and OpenClaw, powered by OpenAI, Claude, and Gemini. ✔ AI Voice Agents & Calling Systems Real-time conversational AI and AI calling agents for sales, support, and appointment booking using Vapi, Retell AI, Twilio, and ElevenLabs, with IVR and CRM sync. ✔ RAG Chatbots & Knowledge Assistants Knowledge-based AI chatbots trained on your documents and business data using Retrieval-Augmented Generation (RAG), vector databases, semantic search, and embeddings. ✔ CRM & Business Process Automation GoHighLevel (GHL), HubSpot, and Airtable automation for lead generation, lead routing, follow-ups, AI sales bots, and pipeline automation. ✔ AI SaaS Development & MVP Custom AI-powered SaaS platforms, dashboards, and MVP development with React, Next.js, Node.js, and FastAPI. ✔ Backend & Integrations REST APIs, webhooks, database design (PostgreSQL, MongoDB), prompt engineering, function calling, and cloud deployment (AWS, Docker). ⭐ Why clients hire me: - Business-focused solutions • Clear communication • Fast delivery • Scalable architecture • Long-term support 💬 Have an AI automation idea? Send me a message and let's discuss how AI can save your business time, money, and resources.

🔥 $4M+ earned | 100% Job Success | Multiplayer & production-grade games built across Unity, Unreal Engine & Roblox I help studios and founders build games that don’t just look good, but actually scale, retain users, and perform in production. If you need a unity game developer or unreal engine game developer who understands multiplayer systems, cross-platform delivery, and long-term architecture, I can help. 🧠 What I Solve Games break when systems don’t scale, multiplayer desync, performance drops, or poor architecture. I help you: Build reliable multiplayer game systems (real-time, synced, scalable) Launch across mobile, PC, unity steam, and Web3 Optimize performance, retention, and monetization loops Turn ideas into production-ready systems (not just prototypes) ⚙️ Core Expertise Unity / Unreal Engine / Roblox Real-time multiplayer, matchmaking, backend systems Unity multiplayer netcode, Photon, Mirror Cross-platform: ios game developer / android game developer / unity mobile game developer Roles: unity developer / unity game developer / unity multiplayer developer unity level design & gameplay systems unreal engine game developer / unreal engine multiplayer roblox game developer blockchain game developer Also: board game developer / board game artist (digital adaptations) Collaboration pipelines with unreal game artist Casual to mid-core including kids game ecosystems 🎮 Genre & System Expertise Action / FPS / TPS → tight combat + real-time sync Open-world & Sandbox → streaming, persistence, MMO-style systems Racing & Simulation → physics, AI systems, vehicle mechanics Hypercasual → rapid prototyping + retention loops Puzzle & Strategy → grid logic, turn-based AI Educational & Kids → safe, scalable kids game systems AR/VR/XR → immersive builds (Quest, Vision Pro) WebGL → optimized builds for browser platforms 🚀 Selected Work Path of Titans (Unreal Engine) Large-scale unreal engine game with multiplayer systems and live optimization. Rugby Nations 22 (Unity) Performance optimization + gameplay + unity level design for mobile. 3D Mini Golf (Unity Multiplayer) Physics-based multiplayer game with real-time sync. Crazy Rush Heroes (Web3) Designed systems as a blockchain game developer with multiplayer economy. Roblox Experiences Built scalable engagement systems as a roblox game developer. Multiple mobile titles as unity mobile game developer / ios game developer / android game developer 🛠️ What I Deliver End-to-end development (GDD → launch → scale) Multiplayer architecture & backend systems Performance optimization (FPS, memory, load time) Refactoring legacy systems & fixing sync issues UI/UX polish and production-ready builds 🤝 How I Work Clean, scalable code (easy for teams to extend) Fast iterations with playable builds Honest feedback to avoid costly mistakes Focus on long-term success, not just delivery If you're investing in a game that needs to scale, retain users, and run smoothly under real load, I’d be happy to help. Regards Rakesh Kumar - ChicMic Studios Last Updated - April 07, 2026

I build Python data pipelines that turn messy, hard-to-reach data websites, APIs, PDFs, directories into clean, structured data flowing directly into your database, CRM, or business workflow. Recent work includes a Scrapy + Zyte pipeline extracting product listings from Cloudflare-protected e-commerce sites for an Amazon arbitrage business (EAN/GTIN matching, sale detection, profitability scoring, Google Sheets export). An art-management pipeline that extracts artwork data from websites and PDFs, passes it through AI for analysis and relevant-field extraction, and syncs it into Airtable. An attorney-directory scraper pulling structured legal records at scale with automated weekly refresh. What I do: — ETL/ELT pipelines: extract, clean, validate, and load data into PostgreSQL, MySQL, MongoDB, or your warehouse — Web scraping & data extraction: static and JS-heavy sites, Cloudflare/bot-protection handling via Scrapy, Selenium, Playwright — Document & PDF extraction: pulling structured data out of PDFs, spreadsheets, and unstructured documents — AI-powered data enrichment: using LLMs to classify, summarize, and extract relevant fields from raw text/documents — API integration: REST & GraphQL, third-party platform sync (Airtable, Google Sheets, CRMs) — Automation: scheduled/real-time data collection, workflow automation, GoHighLevel and CRM integration — Cloud deployment: AWS, Google Cloud, DigitalOcean, with pipeline monitoring and error handling I focus on production-grade solutions proper error handling, deduplication, and monitoring not one-off scripts that break the moment a site changes its layout. If you need data flowing reliably into your systems without babysitting it, let's talk about your project.

AI & Full-Stack Developer (5+ yrs) building web, mobile & AI SaaS products across healthcare, fintech, legal & eCommerce. 250K+ users served, 1M+ transactions processed React, Node, Python, AWS, LLM Your product launches on the agreed date, or you pay $0 for that milestone. Why can I make that commitment? ✅ Sr. AI & Full-Stack developer with 5+ years building scalable web, mobile, and AI products. ✅ A track record across healthcare, legal, fintech, and eCommerce. ✅ Built solutions serving 250K+ users and processing 1M+ transactions. ✅ Focused on choosing the right technology to ship faster. Here's what most founders learn too late. You don't have a development problem. You have a "we built the wrong thing" problem. My job is killing that mistake before it costs you anything. I move 3x faster because I'm not reinventing the foundation every time. Every hour saved goes straight into the parts of your product people will actually pay for. Think of me as a technical co-founder without the equity conversation. Someone who has already made the mistakes you're about to make. 𝐒𝐞𝐧𝐝 𝐦𝐞 𝐲𝐨𝐮𝐫 𝐢𝐝𝐞𝐚 𝐨𝐫 𝐢𝐧𝐯𝐢𝐭𝐞 𝐦𝐞 𝐭𝐨 𝐲𝐨𝐮𝐫 𝐩𝐫𝐨𝐣𝐞𝐜𝐭. 𝐈𝐟 𝐰𝐞'𝐫𝐞 𝐚 𝐟𝐢𝐭, 𝐰𝐞'𝐥𝐥 𝐠𝐞𝐭 𝐨𝐧 𝐚 𝐜𝐚𝐥𝐥 𝐚𝐧𝐝 𝐟𝐢𝐠𝐮𝐫𝐞 𝐨𝐮𝐭 𝐞𝐱𝐚𝐜𝐭𝐥𝐲 𝐡𝐨𝐰 𝐲𝐨𝐮 𝐥𝐚𝐧𝐝 𝐲𝐨𝐮𝐫 𝐟𝐢𝐫𝐬𝐭 𝐩𝐚𝐲𝐢𝐧𝐠 𝐜𝐮𝐬𝐭𝐨𝐦𝐞𝐫. 𝐓𝐡𝐞𝐧 𝐰𝐞 𝐬𝐭𝐚𝐫𝐭 𝐭𝐡𝐞 𝐜𝐥𝐨𝐜𝐤. • Core Expertise & Capabilities Full-Stack Development | Web Development | Mobile App Development | Artificial Intelligence | AI SaaS | MVP Development • Industries Covered Healthcare, Fintech, Law Firm, eCommerce, EdTech, Real Estate, Travel • Products & Platforms Delivered SaaS Platforms, AI SaaS Applications, Custom Web Applications, Cross-Platform Mobile Apps, Progressive Web Apps (PWA), Booking & Reservation Platforms, CRM Systems, Customer Portals, Client Portals, Marketplaces (B2B, Legal, Mentor-Mentee, Multi-Vendor), Learning Management Systems (LMS), Case Management Systems, AI Agents, AI Voice Agents, AI Call Monitoring Systems, AI Chatbots, AI Content Generation Platforms, Image Generation Applications, AI Automations, MCP • Technology Stack: ⁃ Front-End Development: React, Next.js, Vue.js, React Native, Flutter, Expo, JavaScript, TypeScript, HTML5, CSS3, Tailwind ⁃ Back-End Development: Node.js, Express.js, NestJS, Python, Django, FastAPI, PHP, Prisma ⁃ Databases: PostgreSQL, MySQL, MongoDB, Firebase, Supabase, Redis, Vector Databases (Pinecone, Weaviate, pgvector) ⁃ API & Integrations: REST APIs, GraphQL, FAST Api, API Integration, Open APIs, OAuth 2.0, JWT, Webhooks, Stripe, PayPal, Cloudinary ⁃ AI & LLM Integration: OpenAI, ChatGPT, Anthropic API, Claude Code, Gemini, Llama, Mistral, Grok, Cursor ⁃ AI/ML & Data Engineering: AI Agents, LangChain, LangGraph, LlamaIndex, CrewAI, Hugging Face, TensorFlow, PyTorch, OpenCV, AWS SageMaker, RAG, Embeddings, Prompt Engineering, Fine-Tuning, Model Context Protocol (MCP), n8n AI Automation, Make, Zapier ⁃ Voice, Video & Real-Time: Voice AI, Conversational AI, TTS, STT, Whisper, Deepgram, ElevenLabs, PlayHT, Retell AI, Vapi, WebRTC, WebSockets, LiveKit, Daily co, Twilio, Telnyx, Zoom SDK, Video Streaming, SendGrid ⁃ Messaging & Streaming Apache Kafka, RabbitMQ, Redis Streams - Cloud & DevOps AWS, GCP, Docker, Kubernetes, Terraform, CI/CD, Nginx, Cloudflare, Vercel, Linux, VPC, VM ⁃ Compliance & Security: HIPAA Compliance, GDPR, SOC 2, Auth0, RBAC, 2FA, AES-256 Encryption, PII Protection, PHI Protection, HL7, FHIR

🚀 $𝟐𝟎𝟎𝐊+ 𝐄𝐚𝐫𝐧𝐞𝐝 𝐨𝐧 𝐔𝐩𝐰𝐨𝐫𝐤 🚀 𝐓𝐨𝐩 𝟏% 𝐓𝐚𝐥𝐞𝐧𝐭 𝐰𝐢𝐭𝐡 𝟏𝟎𝟎+ 𝐒𝐮𝐜𝐜𝐞𝐬𝐬𝐟𝐮𝐥 𝐏𝐫𝐨𝐣𝐞𝐜𝐭𝐬 𝐁𝐚𝐜𝐤𝐞𝐝 𝐛𝐲 𝟏𝟐+ 𝐘𝐞𝐚𝐫𝐬 𝐨𝐟 𝐄𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞 👨‍💻Searching for a high-impact 𝐒𝐞𝐧𝐢𝐨𝐫 𝐀𝐈/𝐌𝐋 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫, 𝐅𝐮𝐥𝐥-𝐒𝐭𝐚𝐜𝐤 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐞𝐫, 𝐏𝐲𝐭𝐡𝐨𝐧 𝐄𝐱𝐩𝐞𝐫𝐭, 𝐃𝐚𝐭𝐚 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫, 𝐑𝐞𝐚𝐜𝐭.𝐣𝐬 𝐏𝐫𝐨, 𝐌𝐋𝐎𝐩𝐬 𝐒𝐭𝐫𝐚𝐭𝐞𝐠𝐢𝐬𝐭, or 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 𝐀𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭? Your search ends here! # 𝐂𝐨𝐫𝐞 𝐄𝐱𝐩𝐞𝐫𝐭𝐢𝐬𝐞 ## 🧠 𝐀𝐫𝐭𝐢𝐟𝐢𝐜𝐢𝐚𝐥 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞, 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 & 𝐏𝐲𝐭𝐡𝐨𝐧 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 𝐏𝐲𝐭𝐡𝐨𝐧 𝐄𝐜𝐨𝐬𝐲𝐬𝐭𝐞𝐦: NumPy, Pandas, Scikit-learn, Matplotlib, Seaborn, OpenCV, BeautifulSoup, FastAPI, Flask, Django 𝐃𝐞𝐞𝐩 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 𝐅𝐫𝐚𝐦𝐞𝐰𝐨𝐫𝐤𝐬: PyTorch, TensorFlow, Keras, HuggingFace Transformers 𝐀𝐩𝐩𝐥𝐢𝐞𝐝 𝐌𝐋 & 𝐀𝐈: Natural Language Processing (NLP), Computer Vision (CV), IoT Analytics, Robotics AI, Recommender Systems, Predictive Analytics, Time Series Forecasting, Object Detection, Image Segmentation 𝐌𝐨𝐝𝐞𝐥 𝐎𝐩𝐭𝐢𝐦𝐢𝐳𝐚𝐭𝐢𝐨𝐧: LoRA, QLoRA, PEFT, Transfer Learning, RLHF, DPO, SFT, Custom Dataset Fine-Tuning 𝐋𝐋𝐌 𝐈𝐧𝐭𝐞𝐠𝐫𝐚𝐭𝐢𝐨𝐧: GPT-3.5 / GPT-4 / GPT-4o, Gemini (Gemini 1.5 Pro / Flash), Claude, ChatGPT, DALL-E, Whisper, LangChain, AutoGen, CrewAI, Amazon Bedrock, Ollama, Google Vertex AI ## 🤖 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭𝐬 & 𝐕𝐨𝐢𝐜𝐞 𝐀𝐠𝐞𝐧𝐭𝐬 CrewAI, AutoGen, Amazon Polly, Deepgram, Rasa AI, Azure AI Speech, Riverside SDK 𝐀𝐝𝐯𝐚𝐧𝐜𝐞𝐝 𝐀𝐠𝐞𝐧𝐭 𝐒𝐲𝐬𝐭𝐞𝐦𝐬: AutoGPT, BabyAGI, LangChain Agents, AutoGen Agents ## 🧩 𝐋𝐋𝐌 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 & 𝐑𝐀𝐆 𝐏𝐢𝐩𝐞𝐥𝐢𝐧𝐞𝐬 𝐏𝐫𝐨𝐦𝐩𝐭 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠: Multi-Turn Prompts, Few-Shot Learning, Zero-Shot Learning, Chain-of-Thought (CoT), Advanced Prompt Optimization 𝐎𝐩𝐞𝐧-𝐒𝐨𝐮𝐫𝐜𝐞 𝐋𝐋𝐌𝐬: LLaMA 3, Mistral 7B, Mixtral 8×7B, Falcon, Gemma, Bloom, Orca Mini, Guanaco 𝐑𝐀𝐆 𝐏𝐢𝐩𝐞𝐥𝐢𝐧𝐞𝐬: LangChain, LlamaIndex, Pinecone, FAISS, ChromaDB, Qdrant, Weaviate, Milvus 𝐖𝐨𝐫𝐤𝐟𝐥𝐨𝐰 𝐎𝐫𝐜𝐡𝐞𝐬𝐭𝐫𝐚𝐭𝐢𝐨𝐧: Vector Databases, Semantic Search, Document Indexing, Knowledge Retrieval Systems 𝐋𝐋𝐌 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 & 𝐅𝐢𝐧𝐞-𝐓𝐮𝐧𝐢𝐧𝐠: Unsloth, Axolotl, HuggingFace AutoTrain, SageMaker Training 𝐈𝐧𝐟𝐞𝐫𝐞𝐧𝐜𝐞 𝐎𝐩𝐭𝐢𝐦𝐢𝐳𝐚𝐭𝐢𝐨𝐧: vLLM, TGI, TensorRT-LLM, SKPilot 𝐐𝐮𝐚𝐧𝐭𝐢𝐳𝐚𝐭𝐢𝐨𝐧: AWQ, GPTQ, GGUF, GGML, PTQ, DQ ## ⚙️𝐅𝐮𝐥𝐥-𝐒𝐭𝐚𝐜𝐤 & 𝐁𝐚𝐜𝐤𝐞𝐧𝐝 𝐀𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭𝐮𝐫𝐞 𝐁𝐚𝐜𝐤𝐞𝐧𝐝 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭: FastAPI, Flask, Django, Node.js, Express.js, 𝐅𝐫𝐨𝐧𝐭𝐞𝐧𝐝 & 𝐖𝐞𝐛 𝐀𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬: React.js, Next.js, TypeScript 𝐈𝐧𝐟𝐫𝐚𝐬𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐞 & 𝐃𝐞𝐯𝐎𝐩𝐬: Docker, Kubernetes, Redis, Nginx, Linux (Ubuntu, CentOS), CI/CD Pipelines 𝐂𝐥𝐨𝐮𝐝 𝐏𝐥𝐚𝐭𝐟𝐨𝐫𝐦𝐬: AWS (EC2, Lambda, S3, API Gateway, Cognito, ECS/Fargate, RDS, DynamoDB), Google Cloud Platform, Azure, RunPod, Vercel AI SDK ## 🤖 𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈 & 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 𝐀𝐈 𝐓𝐨𝐨𝐥𝐬 & 𝐏𝐥𝐚𝐭𝐟𝐨𝐫𝐦𝐬: RunwayML, MidJourney, StabilityAI 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 𝐏𝐥𝐚𝐭𝐟𝐨𝐫𝐦𝐬: Zapier, Make (Integromat), n8n, Synthflow 𝐂𝐑𝐌 & 𝐒𝐚𝐚𝐒 𝐈𝐧𝐭𝐞𝐠𝐫𝐚𝐭𝐢𝐨𝐧𝐬: Pipedrive, HubSpot, Zoho, GoHighLevel, ClickUp, Monday 𝐀𝐝𝐯𝐚𝐧𝐜𝐞𝐝 𝐀𝐈 𝐖𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬: AI Agents, Multi-Agent Systems, AI Workflow Orchestration, Robotic Process Automation (RPA), IoT Automation, Edge AI Automation, Robotics Workflows 𝐌𝐮𝐥𝐭𝐢-𝐌𝐨𝐝𝐚𝐥 𝐀𝐈: Text-to-Video, Image-to-Text, Speech-to-Image ## 🗄️ 𝐃𝐚𝐭𝐚𝐛𝐚𝐬𝐞𝐬 & 𝐃𝐚𝐭𝐚 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 SQL & NoSQL Databases: PostgreSQL, MySQL, SQL Server, MongoDB, Firebase, Airtable, DynamoDB 𝐃𝐚𝐭𝐚 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠 & 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞: Enterprise Data Engineering, ETL/ELT Pipelines, Data Integration, Data Warehousing, Data Modeling, SQL Server, PostgreSQL, Star Schema, Data Lakes, Power BI, Looker Studio, DAX, Power Query, Dashboard Development, KPI Reporting, Data Visualization, Real-Time Analytics. ✔ 𝐏𝐫𝐨𝐣𝐞𝐜𝐭 𝐄𝐱𝐞𝐜𝐮𝐭𝐢𝐨𝐧: I drive projects with Agile principles, leveraging Scrum and sprint cycles to ensure fast, efficient, and high-quality delivery. 💬 𝐋𝐞𝐭’𝐬 𝐂𝐨𝐧𝐧𝐞𝐜𝐭 I’m responsive, proactive, and always ready to dive into new ideas. 📩 Drop me a message, and let’s build something impactful together.

🚀 INTRODUCTION: We build AI agents that work 24/7 for your business. From autonomous sales teams to Voice AI assistants, we create AI-powered solutions that integrate with your existing systems—saving time, cutting costs, and scaling operations without scaling headcount. 👥 WHO WE ARE: AI & Automation team with 15,000+ hours of full-stack development. We specialize in autonomous AI agents, Voice AI (Vapi, Retell), and enterprise integrations. Certified partners: Monday, Make, Vapi, Retell AI, Palantir Foundry. 🤖 AI AGENTS & DEPARTMENTS: Build your AI workforce that operates around the clock: • Autonomous AI Sales Teams — AI SDRs that qualify leads, book meetings, send follow-ups 24/7 • AI Marketing Departments — content generation, personalized outreach, campaign analytics • AI Customer Support — instant responses, ticket routing, escalation to humans • AI Development Assistants — code review, documentation, automated testing • Multi-agent Orchestration — CrewAI, LangChain, LangGraph, AutoGen • Human-in-the-loop Dashboards — full visibility, control, and override capabilities 🎯 VOICE AI SOLUTIONS: Production-ready Voice AI for sales and support: • Inbound AI Agents — handle calls, answer FAQs, qualify leads, route to humans • Outbound AI Calling — cold calls, appointment setting, lead qualification, reminders • AI Receptionist — 24/7 call handling, scheduling, transfers • CRM Integration — calls logged, transcribed, synced automatically • Platforms: Vapi, Retell AI, Bland AI, ElevenLabs, Twilio 🔥 MCP (MODEL CONTEXT PROTOCOL) EXPERTISE: • Custom MCP Server Development (Python, Node.js, TypeScript) • Claude & ChatGPT integration with existing infrastructure • Enterprise AI Agent Architectures with tool calling • RAG systems with vector databases • Secure integration with private data sources 🔄 WORKFLOW AUTOMATION: • Complex multi-step processes across 10+ platforms • Automated reporting, dashboards, real-time analytics • Data transformation, ETL pipelines, migration • Email sequences, drip campaigns, notifications • Platforms: n8n, Make, Zapier, Power Automate, Workato 🔧 CRM/ERP INTEGRATION: • CRM: Salesforce, HubSpot, Pipedrive, Monday, Zoho, Dynamics 365, GoHighLevel, Close CRM • ERP: NetSuite, SAP, QuickBooks, Xero, Stripe, Plaid • Custom API development, webhooks, middleware • Multi-system architectures (5+ platforms as one) 💻 FULL-STACK DEVELOPMENT: • Web apps (React, Next.js, Node.js, Python, FastAPI, Django) • Mobile apps (React Native, Flutter) • AI dashboards, admin panels, internal tools • Database design (PostgreSQL, MongoDB, Redis) 🛠 TECHNOLOGY STACK: AI & LLM: OpenAI GPT-4o, GPT-4 Turbo, Assistants API, Claude API, Claude MCP, Gemini Pro, DeepSeek, Mistral, Llama 3, AWS Bedrock, Groq, Azure OpenAI Agentic AI: LangChain, LangGraph, LlamaIndex, CrewAI, AutoGen, Semantic Kernel, Flowise, Dify, Relevance AI, Composio, AgentOps Voice AI: Vapi, Retell AI, Bland AI, ElevenLabs, PlayHT, Deepgram, AssemblyAI, Twilio Voice, Hume AI AI Sales & Outreach: Clay, Apollo, Instantly, Smartlead, Lemlist, AI SDR, Artisan AI, 11x AI Chatbots: Botpress, Voiceflow, Stack AI, Chatbase, CustomGPT, OpenAI Assistants RAG & Vector DBs: Pinecone, Weaviate, Qdrant, ChromaDB, Supabase pgvector, Milvus, pgvector Automation: n8n, Make, Zapier, Power Automate, Workato, Activepieces, Tray CRM: Salesforce, HubSpot, Pipedrive, Monday, Zoho, GoHighLevel, Close CRM, Dynamics 365 ERP & Finance: NetSuite, SAP, QuickBooks, Xero, Stripe, Plaid, Square Healthcare: FHIR API, eClinicalWorks, HL7, Healthcare Integrations Home Services: ServiceTitan, Jobber, HouseCall Pro Dev: React, Next.js, Node.js, Python, FastAPI, PostgreSQL, MongoDB, Redis, AWS, GCP, Azure, Docker 🎯 COMMON USE CASES: • AI SDR that books meetings while you sleep • Voice AI receptionist for 24/7 call handling • ChatGPT/Claude integration into your app • RAG chatbot trained on your company data • CRM automation with AI lead scoring • AI content generator for your CMS • WhatsApp AI bot for customer support • Zapier/Make to n8n migration • Custom GPT and AI Assistant development • Prompt engineering and LLM fine-tuning • Agentic AI workflows • AI data extraction 📊 PROVEN RESULTS: ✅ 5,000+ automated workflows deployed ✅ $4M+ saved for clients through AI & automation ✅ 100,000+ hours of manual work eliminated ✅ 300+ projects completed ($2K to $500K+) ✅ 98% Job Success Score — Top Rated Plus ✅ 85% average reduction in processing time ✅ Voice AI agents handling 10,000+ calls/month 🏆 WHY CHOOSE US: • AI-First: Every solution designed with AI capabilities • Certified Partners: Monday, Make, Vapi, Retell AI, Palantir • Production Experience: AI agents in production, not demos • Fast Deployment: MVP AI agents live in 1-2 weeks 💼 LET'S BUILD YOUR AI WORKFORCE: Whether you need a Voice AI agent or complete AI Departments for sales, marketing, and support— we turn complex AI into solutions that deliver ROI from day one.

With 11,000+ hours, 100+ successful projects, and years of experience leading engineering teams, I help startups build, scale, and modernize software products—from MVPs to AI-native platforms. I don't just write code. I help founders make the right technical decisions, move faster, and reduce execution risk. 🚀 Fractional CTO & AI Systems Architect I work with startups that need senior technical leadership without hiring a full-time CTO. I help companies: Define technical strategy and product roadmaps Design scalable cloud architectures Build and lead engineering teams Integrate AI into products and internal operations Modernize legacy applications Deliver products faster without sacrificing quality 🤖 AI-Native Products & Agentic Systems I design and build AI-powered applications that go beyond simple chatbot integrations. My work includes: AI Agents & Multi-Agent Systems Model Context Protocol (MCP) RAG & Vector Search Workflow Automation Internal AI Copilots LLM Integrations (OpenAI, Claude) AI-powered SaaS platforms The goal is simple: replace manual work with intelligent systems that create measurable business value. 💻 Full-Stack Product Development I build production-ready applications using modern technologies, including: Next.js, React, Tailwind CSS Node.js, NestJS, FastAPI PostgreSQL, Prisma, Supabase AWS, Docker, Vercel I focus on clean architecture, maintainable code, and products designed to evolve as the business grows. 📱 Mobile Development I build scalable mobile applications using: Flutter React Native Native iOS (Swift) From MVPs to production applications used by thousands of users. ⚡ Rapid MVP Development Speed matters. I help founders validate ideas quickly by building lean MVPs that prioritize learning over unnecessary complexity. Instead of overengineering, I focus on getting products into users' hands as fast as possible. Why clients hire me 11,000+ hours on Upwork 100+ successful projects Senior technical leadership Clear communication Fast execution Business-first mindset Whether you need a Fractional CTO, an AI Systems Architect, or a senior engineer to lead execution, I bring the technical expertise and product thinking required to turn ideas into scalable software.

𝐃𝐚𝐭𝐚 𝐝𝐨𝐞𝐬𝐧'𝐭 𝐛𝐮𝐢𝐥𝐝 𝐢𝐭𝐬𝐞𝐥𝐟 𝐢𝐧𝐭𝐨 𝐫𝐞𝐯𝐞𝐧𝐮𝐞 𝐬𝐲𝐬𝐭𝐞𝐦𝐬 𝐝𝐨. 𝐈 𝐝𝐞𝐬𝐢𝐠𝐧 𝐚𝐧𝐝 𝐬𝐡𝐢𝐩 𝐩𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧-𝐫𝐞𝐚𝐝𝐲 𝐀𝐈 𝐭𝐡𝐚𝐭 𝐜𝐮𝐭𝐬 𝐦𝐚𝐧𝐮𝐚𝐥 𝐰𝐨𝐫𝐤, 𝐟𝐫𝐞𝐞𝐬 𝐮𝐩 𝐡𝐨𝐮𝐫𝐬 𝐞𝐯𝐞𝐫𝐲 𝐝𝐚𝐲, 𝐚𝐧𝐝 𝐬𝐨𝐥𝐯𝐞𝐬 𝐭𝐡𝐞 𝐩𝐫𝐨𝐛𝐥𝐞𝐦𝐬 𝐲𝐨𝐮𝐫 𝐛𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐚𝐜𝐭𝐮𝐚𝐥𝐥𝐲 𝐡𝐚𝐬, 𝐧𝐨𝐭 𝐭𝐡𝐞 𝐨𝐧𝐞𝐬 𝐭𝐡𝐚𝐭 𝐥𝐨𝐨𝐤 𝐠𝐨𝐨𝐝 𝐢𝐧 𝐚 𝐝𝐞𝐦𝐨. I'm a 𝐓𝐨𝐩 𝐑𝐚𝐭𝐞𝐝 𝐀𝐈 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐞𝐫 with 6+ years of experience turning AI ideas into production-ready systems from architecture and backend to deployment and real business results. I don't just integrate GPT or Claude into your product. I design the entire intelligent system around your actual business logic, whether that's a chatbot, voice agent, automation workflow, SaaS platform, or mobile app. 🗃️ 𝐒𝐨𝐦𝐞 𝐨𝐟 𝐭𝐡𝐞 𝐬𝐲𝐬𝐭𝐞𝐦𝐬 𝐈'𝐯𝐞 𝐫𝐞𝐜𝐞𝐧𝐭𝐥𝐲 𝐛𝐮𝐢𝐥𝐭: 🔹AI Movie Analysis - ML-powered content analysis 🔹AI Call Filtering - Smart spam call detection 🔹AI CRM System - Automated booking workflows 🔹Marketing Automation - AI-driven CRM automation 🔹AI Journal App - Intelligent journaling assistant 🔹Listing Automation - AI-powered product listings 🔹Business Automation - AI workflows & integrations 𝐌𝐲 𝐂𝐨𝐫𝐞 𝐒𝐞𝐫𝐯𝐢𝐜𝐞𝐬:- 💠AI Chatbots & Conversational Agents 💠AI Voice Agents 💠RAG Systems & Knowledge Base AI 💠Multi-Agent Systems 💠AI Workflow Automation 💠AI Mobile App Development 💠LLM Integration & Generative AI Apps 💠AI SaaS & Custom AI Product Development 💠Full Stack Web Apps 💠LLM Fine-Tuning 💠CRM & Business Tool Integration 💠E-commerce AI Automation 💠AI Document Processing 💠AI Data Pipelines & Automation 💠API Integration & Custom Backend 💠Computer Vision & Image AI 𝐖𝐡𝐲 𝐜𝐥𝐢𝐞𝐧𝐭𝐬 𝐡𝐢𝐫𝐞 𝐦𝐞 𝐨𝐯𝐞𝐫 𝐨𝐭𝐡𝐞𝐫𝐬:- I don't just develop AI tools, I build practical solutions that help businesses save time, improve efficiency, and grow. I take the time to understand business goals and create solutions that deliver real value, not just complete technical tasks. 📩 Send me a message with your project brief. I'll reply within an hour with a concrete plan, not a sales pitch. 🤖 𝐀𝐈 𝐒𝐨𝐥𝐮𝐭𝐢𝐨𝐧𝐬 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭:- 🧠 𝐀𝐈 𝐂𝐡𝐚𝐭𝐛𝐨𝐭𝐬 & 𝐂𝐨𝐧𝐯𝐞𝐫𝐬𝐚𝐭𝐢𝐨𝐧𝐚𝐥 𝐀𝐠𝐞𝐧𝐭𝐬:- 💠 Customer Support · Lead Qualification · Sales Automation 💠 GPT-4 · Claude · OpenAI API · Web · WhatsApp · Telegram 🎙️ 𝐀𝐈 𝐕𝐨𝐢𝐜𝐞 𝐀𝐠𝐞𝐧𝐭𝐬:- 💠 Inbound & Outbound Calling · Appointment Booking · Receptionist 💠 VAPI · ElevenLabs · Deepgram · Twilio · CRM Integration 🕸️ 𝐌𝐮𝐥𝐭𝐢-𝐀𝐠𝐞𝐧𝐭 𝐒𝐲𝐬𝐭𝐞𝐦𝐬:- 💠 Autonomous Execution · Complex Task Coordination · Self-Managed 💠 CrewAI · LangGraph · AutoGen · LangChain ⚙️ 𝐀𝐈 𝐖𝐨𝐫𝐤𝐟𝐥𝐨𝐰 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧:- 💠 Task Automation · Manual Work Elimination · 24/7 Pipelines 💠 n8n · Make · Zapier · Custom API Pipelines 🚀 𝐀𝐈 𝐒𝐚𝐚𝐒 & 𝐂𝐮𝐬𝐭𝐨𝐦 𝐀𝐈 𝐏𝐫𝐨𝐝𝐮𝐜𝐭 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭:- 💠 Full Product Build · Auth · Payments · Dashboards · 4–8 Weeks 💠 Next.js · FastAPI · React · PostgreSQL · Supabase · Docker 💻 𝐅𝐮𝐥𝐥 𝐒𝐭𝐚𝐜𝐤 𝐖𝐞𝐛 𝐀𝐩𝐩𝐬:- 💠 End-to-End Development · REST APIs · Real Traffic Ready · Clean Architecture 💠 Next.js · FastAPI · Node.js · PostgreSQL · Docker 📋 𝐂𝐑𝐌 & 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐓𝐨𝐨𝐥 𝐈𝐧𝐭𝐞𝐠𝐫𝐚𝐭𝐢𝐨𝐧:- 💠 Lead Scoring · Follow-ups · Pipeline Management · Auto-Sync 💠 HubSpot · Salesforce · GoHighLevel · Zapier · Webhooks 🛒 𝐄-𝐜𝐨𝐦𝐦𝐞𝐫𝐜𝐞 𝐀𝐈 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧:- 💠 Listing Generation · Product Recommendations · Order Automation 💠 Amazon · Etsy · Shopify · OpenAI · SEO Optimization 📊𝐀𝐏𝐈 𝐈𝐧𝐭𝐞𝐠𝐫𝐚𝐭𝐢𝐨𝐧 & 𝐂𝐮𝐬𝐭𝐨𝐦 𝐁𝐚𝐜𝐤𝐞𝐧𝐝:- 💠 Tool Connectivity · Real-Time Data Flows · Scalable Logic 💠 REST APIs · Webhooks · FastAPI · Node.js · Python 🌍 𝐈𝐧𝐝𝐮𝐬𝐭𝐫𝐢𝐞𝐬 & 𝐃𝐢𝐠𝐢𝐭𝐚𝐥 𝐒𝐨𝐥𝐮𝐭𝐢𝐨𝐧𝐬:- 💠SaaS Platforms & Startup MVPs 💠AI Agents & AI Chatbots 💠CRM & Business Management Systems 💠E-Commerce & Marketplace Platforms 💠Healthcare & Telemedicine Applications 💠FinTech & Payment Solutions 💠Real Estate Platforms 💠Education & E-Learning Systems 💠Logistics & Delivery Management Platforms 💠Social & Community Applications 𝐖𝐡𝐚𝐭 𝐌𝐚𝐤𝐞𝐬 𝐖𝐨𝐫𝐤𝐢𝐧𝐠 𝐖𝐢𝐭𝐡 𝐌𝐞 𝐃𝐢𝐟𝐟𝐞𝐫𝐞𝐧𝐭:- 🕒 Available 24/7 · On-time delivery 🏗️ Production-ready systems clean, documented, and scalable 🔁 Full ownership from architecture to deployment 🛡️ Error handling, logging, and Loom walkthrough on every build 🤝 30-day post-delivery support included ⚡Fast communication, zero surprises 📩 𝐓𝐞𝐥𝐥 𝐦𝐞 𝐰𝐡𝐚𝐭 𝐲𝐨𝐮'𝐫𝐞 𝐛𝐮𝐢𝐥𝐝𝐢𝐧𝐠 𝐈'𝐥𝐥 𝐫𝐞𝐩𝐥𝐲 𝐰𝐢𝐭𝐡𝐢𝐧 𝐚 𝐟𝐞𝐰 𝐡𝐨𝐮𝐫𝐬 𝐰𝐢𝐭𝐡 𝐚 𝐜𝐥𝐞𝐚𝐫 𝐩𝐥𝐚𝐧, 𝐚𝐧 𝐡𝐨𝐧𝐞𝐬𝐭 𝐚𝐬𝐬𝐞𝐬𝐬𝐦𝐞𝐧𝐭, 𝐚𝐧𝐝 𝐞𝐱𝐚𝐜𝐭𝐥𝐲 𝐰𝐡𝐚𝐭 𝐢𝐭'𝐥𝐥 𝐭𝐚𝐤𝐞 𝐭𝐨 𝐬𝐡𝐢𝐩 𝐢𝐭 𝐫𝐢𝐠𝐡𝐭.