AI engineering notes that earn their bandwidth

Practical AI engineering for senior developers and B2B teams. Token economics, agent architecture, eval design, and the patterns that decide whether an AI feature ships or stalls.

Roughly twice a month. No hype, no fluff, no recycled news.

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Three things, every issue

Each edition focuses on one or more of these. No filler, no link roundups, no generic AI commentary.

Token economics that hold up at scale

Real numbers from production agents. RTK, prompt caching, model routing, and the cost-per-task math that decides whether an AI feature ships.

Agent architecture for B2B builds

Planner-executor-reviewer patterns, MCP integration, memory schemas, and the evals that prevent silent regressions when a model upgrades.

Senior engineering applied to AI

Twelve years of production engineering meets agentic coding. Claude Code, Cursor, and the senior practices that separate demos from systems.

Written by

Pooya Golchian, AI engineer in Dubai

Twelve years of production software engineering, the last three focused on AI agent systems for B2B companies. I write what I am actually building, with the numbers that matter to engineering leaders making real budget decisions.

About the newsletter

What lands in your inbox, how often, and how to leave.

  • Practical AI engineering for senior developers and B2B technology teams. Topics span token economics, agent architecture, eval design, MCP integration, memory systems, model routing, and Next.js patterns for AI-powered products. Every issue is grounded in production work, not speculation.

  • Roughly twice a month, occasionally weekly when a major model release or framework change warrants faster coverage. You will never get more than four emails in a single month, and most months it will be two.

  • Senior engineers, engineering leaders, founders, and product owners building or buying AI features in B2B contexts. The writing assumes engineering literacy and skips foundational explanations. If you are a beginner looking for tutorials, the public blog is a better starting point.

  • No. The list is hosted on infrastructure I control. Your email is used only to deliver the newsletter and is never shared, sold, or used for retargeting. You can unsubscribe with one click from any issue, and unsubscribing removes the address completely.

  • Yes. Most newsletter editions are based on long-form blog posts published at pooyagolchian.com/blog/. Recent representative examples are linked on this page, including pieces on Claude token economics, AI agent architecture, and B2B engineering practices.

  • The newsletter includes condensed playbooks, behind-the-scenes engineering notes, and links to client-only material that does not appear on the public blog. Subscribers also see new posts roughly two days before they are indexed publicly.

  • Pooya Golchian, a senior AI engineer based in Dubai with twelve years of production software experience. He builds AI agent teams for B2B companies and writes about the engineering practices that make those builds ship reliably.

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