AI Product Engineer · Founder · Open-Source Builder
Turning AI into products people actually use.

I'm an AI product engineer and founder who takes AI from idea to production. I work where models meet real users: shaping the product, designing the system, and shipping software that people rely on every day.

My focus is simple: AI should be judged by the problems it solves, not by the demo it makes.

• AI & LLM products: turning large language models into reliable, shipped products with clear user value
• Agentic workflows & developer tooling: agents, skills, rules and context systems that make engineers and teams faster
• Strategy to production: from product discovery and roadmap to architecture, launch and iteration
• E-commerce & marketplaces: search, discovery and recommendation for buyers and sellers
• Tech leadership & digital transformation: helping teams and businesses adopt AI in ways that last
• Open source: building in public and sharing the tools behind the products

Production-grade building blocks for AI-powered commerce, built in the open.

Project	What it does
woocommerce-mcp	Model Context Protocol server for WooCommerce: multi-store, previewed safe writes, refunds, bulk pricing and sales analytics.	Docs
llm-search-eval	Measures e-commerce search quality with IR metrics and LLM judge panels, with significance tests, cost budgets and a CI quality gate.	Docs
persian-rag	Persian-first RAG toolkit for Python: Farsi normalization, PDF and Word loading, hybrid retrieval, reranking and evaluation.	Docs
commerce-agent-skills	Skills and rules that help AI coding agents build e-commerce and marketplace products the right way.	Docs

• persian-rag-bench: A Persian Retrieval Benchmark for Spelling-Variant Robustness on Figshare, 2026
• persian-rag: A Persian-First Retrieval-Augmented Generation Toolkit — Normalization, Hybrid Retrieval, and Retrieval Evaluation on Zenodo, 2026
• Technical Report: WooCommerce Model Context Protocol Server - A Multi-Store, Previewed Safe-Write Architecture for Autonomous AI Agents in E-Commerce on Zenodo, 2026
• commerce-agent-skills: Architectural Specification, Domain Constraints, and Evaluation Framework for E-Commerce AI Coding Agents on Zenodo, 2026
• A week of reader feedback: what changed in my four AI-for-commerce tools on Dev.to
• Safe write tools for agents: preview, confirm, audit, and stale previews in a WooCommerce MCP server on Dev.to
• Why RAG breaks on Persian text, and what I built to fix it on Dev.to
• Is your new search actually better? Label gaps, LLM judge panels, and paired statistics on Dev.to
• Treat agent skills like code: evals, a strict validator, and an npx installer on Dev.to
• What reader feedback taught me about building production-safe AI tooling for commerce on LinkedIn
• Preview, confirm, audit: designing safe write tools for AI agents on a live store on LinkedIn
• Is your new search actually better? Five questions I ask before shipping a ranking change on LinkedIn
• Why RAG quietly fails on Persian text, and the design decisions that fixed it on LinkedIn
• The knowledge your senior engineers carry, packaged for coding agents on LinkedIn
• Four open-source tools for AI in e-commerce, and what building them taught me on Dev.to

_{Linked items point to the open-source project that uses them.}

AI & LLMs: OpenAI · Anthropic · Gemini · Llama · Mistral · Hugging Face Transformers · Ollama · vLLM
Agents & orchestration: LangChain · LangGraph · LlamaIndex · CrewAI · AutoGen · OpenAI Agents SDK · MCP (Model Context Protocol)
RAG & retrieval: Embeddings · Pinecone · Weaviate · Qdrant · Chroma · pgvector · Rerankers · Elasticsearch · Algolia
ML & evaluation: PyTorch · scikit-learn · Fine-tuning (LoRA) · LLM evals · Prompt & context engineering · Guardrails
AI developer tools: AI coding agents · Agent skills & rules · Prompt tooling · Observability (LangSmith, Langfuse)
Languages: Python · TypeScript · JavaScript · PHP · SQL
Backend & APIs: Node.js · FastAPI · Laravel · REST · GraphQL · WebSockets
Frontend: React · Next.js · Tailwind CSS
Data: PostgreSQL · MySQL · Redis · MongoDB
E-commerce: WooCommerce · WordPress · Payment integrations · Marketplace search & recommendations
Cloud & delivery: Docker · Kubernetes · GitHub Actions · CI/CD · AWS · Linux · Nginx

• LinkedIn: in/sadrmanesh
• X: @nasersadrmanesh · Instagram: @nasersadrmanesh · Threads: @nasersadrmanesh
• Writing: Dev.to
• Hugging Face: sadrmanesh
• Mastodon: @sadrmanesh@mastodon.social
• Research: ORCID · Google Scholar

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