AI transformation, shipped from inside your team.

I'm an AI Transformation Lead who embeds with your engineers and puts agentic systems into production. Agents do the heavy lifting. Evals keep them honest. Your team owns the result after I leave.

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Agentic AI Lab

Members-only writing on how agentic software actually gets built. AIDLC, bolts and specs, AI team building, AWS BFF and serverless, agentic programming, and the skills and plugins behind the workflow.

AIDLC & boltsSpec-drivenAI team buildingAWS BFF · serverlessSkills & plugins
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Open Source Projects

Published npm libraries for Vue, React, SCSS, and Unicode tooling, all open, typed, and documented.

SpecForge

Spec-driven AI development lifecycle with hook-enforced approval gates

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Open-source spec-driven AI development lifecycle that fuses Spec Kit and AWS AI-DLC with hook-enforced approval gates.

  • Fuses GitHub Spec Kit's executable specs with AWS AI-DLC governance
  • Approval gates enforced by Claude Code PreToolUse hooks, a technical barrier, not advice
  • Ralph autonomous loop runs an approved plan without inventing new scope
  • Brownfield reverse-engineering pass documents existing code before any spec is written
Claude CodeAI-DLCSpec KitAgent SkillsDeveloper ToolsGovernance

RevOps AI

AI Sales CRM built on Notion with Gemini MCP

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Revenue Operations platform where Notion is the database and Gemini 2.5 Flash is the AI sales agent. Kanban pipeline, AI lead scoring, pre-call briefings, and natural language deal management — all powered by 22 Notion operations through the Model Context Protocol.

  • Notion as the CRM database — no proprietary lock-in, you own your data
  • Gemini 2.5 Flash autonomously chains 22 Notion MCP operations per request
  • Drag-and-drop Kanban pipeline synced to Notion in real-time via MCP
  • One-click AI lead scoring (0–100) with written reasoning, saved to Notion
AINotionMCPNext.jsGeminiCRMRevOps

use-local-llm

React hooks for streaming local LLM responses

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React hooks for streaming responses from local LLMs — Ollama, LM Studio, llama.cpp, and any OpenAI-compatible endpoint. Direct browser-to-localhost streaming with no server, no API routes, and zero runtime dependencies beyond React.

  • Direct browser → localhost streaming — no server, no API routes
  • Multi-backend: Ollama, LM Studio, llama.cpp, OpenAI-compatible
  • Full chat state — message history, abort, clear, error handling
  • Token-by-token streaming with onToken callbacks
ReactTypeScriptAILLMOllamaStreaming
$ pnpm add use-local-llm

Hire an AI Engineer for B2B Builds

I design and ship production AI agent teams for B2B companies. Discovery, agent role design, MCP integration, evals, token economics, and deployment.

AI Engineering for B2B

Need an AI agent team that ships for your B2B product?

I join your engineering team and build the agent layer alongside you, covering architecture, MCP integration, evals, and production deployment. When the engagement ends, your team owns the system and keeps shipping.

12+ years shipping production systems

Senior engineer turned AI specialist. React, Next.js, AWS, agent orchestration.

Dubai-based, working with B2B teams worldwide

Direct collaboration across UAE, Europe, and US time zones.

AI agent teams that ship, not demos that stall

Discovery, role design, MCP integration, evals, and production deployment.

About Pooya Golchian

Common questions about Pooya's work, AI services, and how to start a project together.

  • Pooya Golchian is an AI Transformation Lead and AI Product Engineer based in Dubai, UAE who takes B2B teams from AI strategy to production. He has shipped software since 2009, with the last three years in production AI, and his work spans agent architecture, MCP servers, RAG pipelines, evals, private LLMs, and AI integrated into Next.js and Node.js stacks. He maintains the open-source packages vue-js-star-rating, vue-multiple-themes, and scss-helper.

  • Pooya Golchian offers AI Engineering (production agent systems, MCP servers, RAG, eval frameworks), Private AI Solutions (on-premise LLM deployment with PDPL and DIFC compliance), AI Team Building (recruitment and structure), and Full-Stack Next.js and Node.js engineering with monorepo experience. He works with GPT-4o, Claude, Gemini, Llama, and Mistral. Available to businesses in Dubai and remotely worldwide.

  • Yes. Pooya Golchian is available for freelance, consulting, and remote engagements. Based in Dubai, UAE, he works with clients across the Middle East, Europe, and Asia. He is open to project-based work, monthly retainers, and technical co-founding. Contact him at pooyagolchian.com/contact/ or hello@pooyagolchian.com. He typically replies within 24 hours.

  • Unlike agencies that route data through third-party cloud APIs, Pooya Golchian deploys AI directly on your own infrastructure: on-premise servers, private cloud, or air-gapped environments. Your data never leaves your network. He specializes in open-source LLMs (Llama, Mistral, Phi) for offline operation, RAG pipelines built on proprietary documents, and custom agents integrated with internal systems. This is especially valuable for finance, healthcare, and legal clients in Dubai and the GCC facing strict data residency requirements.

  • Visit pooyagolchian.com/contact/ to send a project inquiry, or email hello@pooyagolchian.com directly. Pooya replies within 24 hours. Engagements start with a free consultation to scope requirements and agree on a timeline. He works with startups, scale-ups, and enterprises in Dubai, the GCC, and globally.

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