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Hi! I'm a bilingual professional based in Singapore and Malaysia with experience supporting businesses in content writing, recruitment, localization (English–Chinese bilingual proofreading and translation review), research coordination, and multilingual communication. My background combines scientific research, IT recruitment, and freelance project support, allowing me to quickly understand technical subjects while communicating them clearly to different audiences. Whether you need engaging content, polished translations, recruitment assistance, or operational on-site/remote support, I focus on delivering accurate, reliable, and high-quality work. What I Can Help You With 🌏 Multilingual Communication – Native Mandarin Chinese (Traditional & Simplified), fluent in English and Malay (Bahasa Melayu), with conversational Cantonese. - Voice recording & AI language data projects - English–Chinese proofreading & translation review - Localization Quality Assurance (LQA) - Publication-ready content 🔬 Scientific & Technical Writing – Experienced in scientific research, technical documentation, and simplifying complex topics into reader-friendly content. 📊 Research & Project Coordination - Market research support - Expert interview coordination - On-site client facilitation - Meeting scheduling - Route planning and logistics - Administrative support - Project documentation and Reports ✍️ Content Writing & Editing – Create natural, engaging content for medical and healthcare articles, social media posts, business copy, technical writing, and translations. 💼 Recruitment & Career Support – Experienced in Client Engagement, IT Talent Support, Candidate Sourcing, Resume Screening, and Business Communication. - CV & resume writing - LinkedIn profile optimization - JD writing - Interview preparation

I build 𝐀𝐈-𝐩𝐨𝐰𝐞𝐫𝐞𝐝 𝐒𝐚𝐚𝐒 𝐩𝐥𝐚𝐭𝐟𝐨𝐫𝐦𝐬 and 𝐋𝐋𝐌 𝐚𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬 that ship to production — 𝐀𝐬𝐲𝐧𝐜 𝐑𝐀𝐆 pipelines, 𝐀𝐮𝐭𝐨𝐧𝐨𝐦𝐨𝐮𝐬 𝐀𝐠𝐞𝐧𝐭𝐬, and 𝐂𝐮𝐬𝐭𝐨𝐦 𝐌𝐨𝐝𝐞𝐥 integration. 𝟏𝟎+ 𝐲𝐞𝐚𝐫𝐬 full-stack development trusted by Fortune 500s, Growing business, and Startups. I provide strategic and technical consulting for businesses, startups, and enterprises looking to leverage AI/ML, Generative AI, Agentic AI, Full Stack Development, Cloud Architecture, and Product Engineering. 🏆 𝗣𝗿𝗼𝘃𝗲𝗻 𝗧𝗿𝗮𝗰𝗸 𝗥𝗲𝗰𝗼𝗿𝗱 ✅ 100% Job Success Score ✅ Consistent 5★ Client Feedback ✅ Full stack development with AI Integration ✅ Experts for Agent Observability, AI Search Optimisation and AI Automation ✅ Cross Platform AI Mobile Apps & Web Development 💡 What I Do Best ✅ Agentic AI | GenAI | LLM Routing | Orchestrate Multiple LLMs ✅ Local LLM Fine-Tuning with Llama, Mistral, Qwen, Ollama, LM Studio ✅ Agent Observability with Grafana , DataDog , Dynatrace ✅ LLM performance monitoring, Latency reduction, & Cost Optimisation ✅ Generative AI & LLM Application Architecture & Multi-Agent System Design ✅ MCP (Model Context Protocol) Architecture & Implementation ✅ Conversational AI with Wishper API, OpenAI, Langchain, LangGraph, CrewAI ✅ AI RAG | OKF Pipeline, AWS Vector Database, Voice AI solutions ✅ AI Workflow Automation with n8n, Make, Relevance AI & OpenClaw ✅ Prompt Engineering, MLOps, Datascience & Scalable Agentic AI Deployment What I deliver: 🔹 𝐀𝐈/𝐌𝐋 𝐭𝐡𝐚𝐭 𝐬𝐡𝐢𝐩𝐬 — LLM integrations, RAG, OKF, Autonomous agents, OpenAI/Claude APIs, Fine-tuning, NLP, Computer Vision 🔹 𝐀𝐈 𝐒𝐞𝐚𝐫𝐜𝐡 𝐎𝐩𝐭𝐢𝐦𝐢𝐬𝐚𝐭𝐢𝐨𝐧 ( 𝐀𝐈 𝐒𝐄𝐎 ) — AEO , GEO , LLMO , AISEO , EEAT 🔹 𝐃𝐚𝐭𝐚 & 𝐢𝐧𝐟𝐫𝐚𝐬𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐞 — Postgres, Vector DB (Pinecone, Chroma, Supabase), Docker, Kubernetes, AWS DevOps 🔹 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 — Workflow and CRM intelligence with n8n, Make, and Custom Pipelines 🔹 𝐅𝐮𝐥𝐥-𝐬𝐭𝐚𝐜𝐤 𝐰𝐞𝐛 & 𝐀𝐏𝐈𝐬 — MERN , PERN , MEAN , Full Stack , Etc. 🔹 𝗖𝗿𝗼𝘀𝘀-𝗣𝗹𝗮𝘁𝗳𝗼𝗿𝗺 — Experiences including Flutter ( Website & Mobile Application ) & Progressive Web Apps. Experience to Run Local LLM in Mobile App. I've taken several SaaS products from prototype to production, and my Upwork clients keep coming back because I focus on working software, clear communication, and hitting deadlines. Whether you need an AI feature added to an existing product or a full app built end-to-end — design, build, deploy. Please send me a message about what you're building and I'll tell you exactly how I'd approach it. Top Skills & Expertise 🤖 𝐀𝐈, 𝐀𝐠𝐞𝐧𝐭𝐢𝐜 𝐀𝐈 & 𝐋𝐋𝐌 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭 • AI Agents & Multi-Agent Systems • MCP (Model Context Protocol) • OpenAI, Claude, Gemini, DeepSeek, Qwen, Llama • LangChain, LangGraph, CrewAI, AutoGen • RAG Pipelines & Knowledge Bases • Vector Databases (Pinecone, ChromaDB, Weaviate, S3 Vectors) • Prompt Engineering & Fine-Tuning • AI Workflow Automation • AI Chatbots & Virtual Assistants • Local LLM Deployment (Ollama, LM Studio) • Generative AI Applications • AI SaaS Platforms 🐍 𝐏𝐲𝐭𝐡𝐨𝐧 & 𝐁𝐚𝐜𝐤𝐞𝐧𝐝 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭 • Python Development • Django REST Framework (DRF) • Odoo ERP Development • REST APIs • GraphQL APIs • Microservices Architecture • Celery & Redis • PostgreSQL • MongoDB • MySQL • Supabase • Docker • Kubernetes ⚛️ 𝐅𝐫𝐨𝐧𝐭𝐞𝐧𝐝 & 𝐅𝐮𝐥𝐥 𝐒𝐭𝐚𝐜𝐤 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭 • React.js • Next.js • Angular • NestJS • Node.js • TypeScript • JavaScript • Redux • Zustand • Tailwind CSS • Material UI • Responsive Web Applications • SaaS Development • MERN Stack Development ☁️ 𝐂𝐥𝐨𝐮𝐝, 𝐃𝐞𝐯𝐎𝐩𝐬 & 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 𝐖𝐨𝐫𝐤𝐟𝐥𝐨𝐰 • AWS • Azure AI Foundry • CI/CD • Docker • Kubernetes • Terraform • DevOps • Power BI • Salesforce • HubSpot • ClickUp • n8n • Make • Relevance AI 🛠️ 𝗧𝗼𝗼𝗹𝘀 • GitHub • GitLab • Bitbucket • Jira • Trello • Asana 🔑 𝐊𝐄𝐘𝐖𝐎𝐑𝐃: AI Developer, AI Engineer, AI SaaS Developer, Generative AI Developer, AI Agent Developer, Gen AI, ChatGPT Developer, Claude AI Developer, MCP Developer, Cursor AI Developer, LangChain Developer, LLM Apps Developer, AI Automation Expert, AI Workflow Automation, Custom AI Platforms, AI Integrations, Python AI Developer, Node.js AI Developer, Next.js AI Developer, React AI Developer, AI Chatbot Developer, AI MVP Development, SaaS Developer, Full Stack AI Developer, AI in FinTech, AI in Healthcare, AI Consultant, Pinecone Developer, AI Prototyping Expert, n8n Automation Developer, OpenAI API Developer, Claude API Integrations, FastAPI AI Developer, Django AI Developer, AI Product Developer, Python Developer, Full Stack Developer # Agentic AI # MCP Server Development # Claude Code # AI Coding Agent # AI Automation # LangGraph # CrewAI # AutoGen # LlamaIndex # Vercel AI SDK # AI Voice Agent # AI Customer Support Agent # AI Sales Agent # AI Workflow Orchestration # Vector Search # Knowledge Graph # Multi-Agent Systems

As a communications consultant, I help individuals and organisations discover their unique mix of voice, story, and strategy that sets them apart. I seek to clarify the complex, turn challenges into opportunities, and bring creative flair to the everyday. Through narrative positioning, executive programs, and integrated campaigns, I provide flexible support to my clients, helping them demonstrate measurable business impact. With over 12 years of direct experience in-house and in agencies, I'm ready to help you take your work to the next level.

*Penetration Testing * CEH CERTIFIED ENGINEER ISO Lead Auditor Web Application /Mobile Application / Infrastructure /Desktop Application/ Source Code Assisment BruteForce Assessment : Hydra , Ncrack DOS Assessment : LOIC Protocol Assessment : Nmap , Hping Directory Assessment : Dirbuster, Gobuster Web Assessment : Burpsuite Host Assessment : Nessus * Network Infrastructure Development * (Routing / Switching / Collaboration) *Network Security Implementations* (Next Generation Firewalls / Load Balancing ( LTM + GTM )/ Web Proxy/VPN/SSL/TLS) * Cloud Engineer* (Architecture/Implementation/Maintenance) *Telecommunication Engineer* (2G/3G/4G Architecture) Skills and Product Experience Terminologies. Related Technologies Routing technologies Static/Floating Routing, RIP, OSPF,EIGRP,BGP,MPLS Switching Technologies VLAN, STP,VTP, DTP,CDP,RSTP,PVST, HSRP,GLBP WAN Connectivity Leased Line, HDLC, PPP , GRE Fake Tunnels, Metro-Ethernet, DSL, VPNV4 MPLS Hardware(Routers) Cisco 7600, MWR2941, ASR901, Cisco 1800, Juniper (MX80,MX240) Hardware (switches) Cisco Catalyst Series (2960,3650) ,Juniper QFX series, Nexus 6k and 7k Hardware(Firewalls ) Juniper SRX 1500 , Net screen, Palo Alto (PA 5060, 7050,5050) , ASA Load Balancer F5 LTM,GTM , F5 VE Proxy McAfee Web gateway Proxy Infrastructure Security. Kali, Metasploit, Nessus, Qualys, Splunk, Qradar Web Security Burp Suite, Sqlmap, Veracode, Netsparker, Msfvenom , Hydra, LOIC, Sublist3r Security Frameworks Mitre ATT&CK, NIST, CIS, ISO 27001