Agentic AI Workflows · Product Builder

Roman Martins

AI Workflow Builder

I build AI-powered operating systems for complex work: manufacturing, product development, and expert workflows. 10+ years in engineering and product, now focused on turning messy processes into usable agentic systems.

10+
Years product + engineering
4+
Years shipping AI
20+
AI tools and workflows
2
Live workflow labs
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Method

How I build AI operating systems.

The craft is not prompting. It is turning expert work into a system with memory, cadence, judgment, and review.

01

Map the real workflow

Start with the human operating rhythm: inputs, handoffs, judgment calls, bottlenecks, and failure modes.

Decision map
02

Find the leverage points

Separate where AI should decide, draft, retrieve, critique, summarize, or simply stay out of the way.

Scoring rubric
03

Design the agent loops

Turn recurring work into repeatable commands, prompts, trackers, and review loops that can be run every week.

Command set
04

Build the workspace

Codex, Claude Code, Markdown, Git, APIs, and lightweight UI where useful. The system should be usable, inspectable, and adaptable.

Operating system
05

Measure execution

Track the work that matters: applications, outreach, shipped artifacts, decisions, blockers, and next actions.

Rhythm dashboard

About

Operator roots. AI hands.
Systems thinking for agentic work.

I started in physical systems: factories, industrial equipment, global engineering teams. Then I spent years building AI products, automation systems, and agentic workflows. The through-line is turning messy expert work into operating systems people can actually use.

Career Arc

Product Development Manager
JENSEN Group
Feb 2025 – Present

Leading a 10-person cross-functional product development department. Responsible for new product development and lifecycle upgrades of complex industrial equipment across Europe and China.

Product StrategyTeam LeadershipRoadmapping
AI Product Lead & Founder
Dasbinjaich.de / Unlimited Art Agency
Jun 2021 – Feb 2025

Led product strategy for a personalised AI-powered publishing platform. Built end-to-end AI workflows, prompt architectures, and QA systems – scaling to 1,000+ books produced. Also ran an AI automation agency building custom GPT-based systems for business clients.

AI ProductsEntrepreneurshipLLM Integration
Senior Engineer & Team Lead
DIS / CREADIS
Dec 2016 – Mar 2021

Led cross-functional engineering teams delivering complex industrial and manufacturing solutions for global clients. Drove advanced manufacturing initiatives including additive manufacturing, aligning engineering execution with business strategy.

Engineering LeadershipAdvanced ManufacturingCross-functional Teams
Engineer → Lead Professional
LEGO Group
2009 – 2015

Grew from injection molding technician to Lead Professional in LEGO's Concept Factory. Led manufacturing innovation initiatives, established new technological test environments, and coordinated global engineering teams.

EngineeringManufacturingInnovation

How I Work

01
Workflow before tooling
I start with the operating rhythm, decisions, handoffs, and failure points before choosing the AI layer.
02
Hands-on with agents
Built agents, automated workflows, and shipped products using LLMs in production.
03
Product instinct
From discovery to delivery. I know how to find the right problem before solving it.
04
Real-world systems
I have shipped in messy environments where people, incentives, machines, data, and constraints all matter.

Tools & Stack

ClaudeOpenAI APIClaude CodeAI AgentsPrompt EngineeringPythonFigmaLinearNotionn8nVercelGitHub

Proof

Proof tracks, not a project archive.

The signal is not that I built many things. It is that the same operating model shows up across professional workflows, physical systems, and revenue products.

Forkable Factory

the weekly signal report on agentic manufacturing.

every Tuesday: 5 signals · 1 leaderboard delta · 1 tactic · 1 keyword to watch · 5 min read

by Roman Martins · building the Forkable Factory

Contact

Let's build an AI workflow
that actually survives contact.

Open to senior AI product roles, AI implementation work, consulting pilots, and conversations with people turning complex professional work into better systems.

Currently active

What I'm focused on

DomainAI workflow systems
Open toSenior AI PM · implementation
BuildingForkable Factory
BackgroundEngineering + Product
BasedDenmark · Works globally
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