{ "Metadata": { "title": "Arsam Sabbagh — AI Researcher & LLM Engineer", "description": "Portfolio of Arsam Sabbagh. Senior AI Researcher, LLM Engineer, and Web Designer (Coaxys). Focuses on LLM pipelines, inference optimization, and editorial design." }, "Header": { "nav": { "about": "About", "expertise": "Expertise", "projects": "Projects", "writing": "Writing", "contact": "Contact" } }, "Hero": { "tagline": "AI Researcher. LLM Engineer. Web Designer.", "ctaWork": "View My Work", "ctaWriting": "Read My Writing", "scroll": "Scroll to explore" }, "About": { "title": "About Me", "subtitle": "At the intersection of rigor and design", "p1": "I am a Senior AI Researcher, LLM Engineer, and Web Designer (active in the creative community as Coaxys). As the Editor-in-Chief and a pre-founding technical contributor at Teknav, I focus on bridging the gap between frontier machine learning research and industrial-scale engineering.", "p2": "Over the past 3+ years, I have specialized in building robust LLM pipelines, optimizing model inference, and performing quantitative evaluations on Frontier Models. My research is centered around data-centric AI and agentic systems, deploying highly intelligent workflows that scale seamlessly.", "p3": "In parallel, I direct creative projects under the moniker Coaxys, building high-performance frontend architectures, clean branding, and user experiences for tech companies and startups. I serve as a trusted bilingual bridge, acting as a go-to resource for Farsi-speaking machine learning teams." }, "Stats": { "articles": "Articles Published", "views": "Total Article Views", "reactions": "Reader Reactions" }, "Expertise": { "title": "Core Expertise", "subtitle": "Two disciplines, one standard of excellence", "aiTitle": "AI & LLM Engineering", "aiSubtitle": "Researching, optimizing, and deploying frontier models", "webTitle": "Web Development & Design", "webSubtitle": "Building high-performance editorial interfaces (Coaxys)", "aiItems": [ "Large Language Model pipeline design & orchestrations", "Inference Optimization (vLLM, TensorRT-LLM, quantization)", "Quantitative evaluation & benchmarking of Frontier Models", "Data engineering & preprocessing at industrial scale", "Agentic systems & multi-agent deployment workflows", "Data-centric AI and machine learning research" ], "webItems": [ "Modern frontend architecture (React, Next.js, TypeScript)", "Editorial-grade UI/UX design & interactive prototypes", "Clean brand identity & typography for tech products", "Performance-focused web design for startups", "Smooth micro-animations & layout engineering" ] }, "Projects": { "title": "Selected Work", "subtitle": "A collection of research contributions and visual designs", "tabAll": "All Projects", "tabAi": "AI & Research", "tabWeb": "Web & Design (Coaxys)", "viewProject": "View Project", "aiLabel": "AI & Research Projects", "webLabel": "Web & Design Projects", "list": { "ai1": { "title": "LLM Evaluation Harness", "description": "A custom automated benchmarking pipeline for evaluating LLMs on Persian and multilingual reasoning tasks, utilizing fine-grained quantitative scoring.", "tags": ["LLM Ops", "Evaluation", "Python", "HuggingFace"] }, "ai2": { "title": "Optimized Inference Engine", "description": "High-throughput deployment setup for Llama-3 models using vLLM, DeepSpeed, and custom AWQ/GPTQ quantization strategies, cutting costs by 45%.", "tags": ["Inference", "vLLM", "Quantization", "Docker"] }, "ai3": { "title": "Agentic RAG System", "description": "Multi-agent search and retrieval system built for processing complex Persian legal and technical archives, featuring semantic reranking and feedback loops.", "tags": ["RAG", "Agents", "LangChain", "VectorDB"] }, "ai4": { "title": "Data-Centric AI Preprocessor", "description": "A parallelized pipeline for crawling, deduplicating, and quality-filtering massive web corpora to prepare high-quality pretraining data for Persian LLMs.", "tags": ["Data Engineering", "Ray", "NLP", "FastAPI"] }, "ai5": { "title": "Dialectal Speech Recognition", "description": "Finetuning and deploying Whisper models adapted to regional Persian dialects, incorporating custom acoustic filtering and background noise reductions.", "tags": ["Speech", "Whisper", "PyTorch", "Gradio"] }, "web1": { "title": "Teknav Platform Design", "description": "Complete brand redesign and frontend development for Teknav, focusing on publication readability, dark mode, and high-performance server rendering.", "tags": ["UI/UX", "Next.js", "Tailwind CSS", "Framer Motion"] }, "web2": { "title": "FinTech Startup Dashboard", "description": "Clean, premium data dashboard and brand identity for a modern venture capital and equity management platform, styled for maximum user trust.", "tags": ["Branding", "React", "Chart.js", "Figma"] }, "web3": { "title": "Editorial MDX Template", "description": "A high-performance, minimalist blogging and publishing template built for academic researchers, featuring math layout capabilities and fast load times.", "tags": ["Open Source", "MDX", "Tailwind CSS", "SEO"] }, "web4": { "title": "SaaS Cloud Landing Page", "description": "High-conversion marketing site featuring custom WebGL background mesh and complex interactive animations for an enterprise cloud service provider.", "tags": ["Frontend", "Next.js", "WebGL", "Framer Motion"] }, "web5": { "title": "Digital Art Studio Site", "description": "Immersive web experience and brand assets for a creative art collective, incorporating responsive layouts and smooth scroll timelines.", "tags": ["Branding", "CSS Grid", "Interactivity", "Vite"] } } }, "Writing": { "title": "Writing & Publications", "subtitle": "Sharing insights and analysis with the developer community", "stats": "Teknav Profile Highlights", "featured": "Featured Article", "readMore": "Read full article", "viewProfile": "View Teknav Profile", "articles": { "art1": { "title": "The Anatomy of Frontier Models: Quantitative Evaluation Strategies", "date": "May 2026", "views": "14.2k views", "desc": "An in-depth review of methodologies for benchmarking large models, addressing biases in translation and cultural context for multilingual applications." }, "art2": { "title": "Optimizing Inference for Large Language Models at Scale", "date": "March 2026", "views": "18.8k views", "desc": "How quantization, key-value caching, and batching scheduling (vLLM) solve hardware constraints and latency bottlenecks in production AI systems." }, "art3": { "title": "Data-Centric AI: Why Better Data Beats Bigger Models", "date": "January 2026", "views": "11.5k views", "desc": "Focusing on data quality, curation, and automated synthetic data generation as the primary levers for improving LLM reasoning capability." } } }, "Contact": { "title": "Get In Touch", "subtitle": "Let's collaborate on the future of AI and Web Design", "lead": "I am always open to discussing research collaborations, LLM pipeline optimizations, editorial web design projects, or speaking opportunities.", "links": { "telegram": "Telegram Channel", "instagram": "Instagram Profile", "teknav": "Teknav Profile", "email": "Email Address", "domain": "Personal Domain" } }, "Footer": { "rights": "All rights reserved.", "builtWith": "Designed with rigor, coded with precision." } }