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.

View AI Workflow LabsForkable FactoryConnectGet in Touch
10+
Years product + engineering
4+
Years shipping AI
20+
AI tools and workflows
2
Live workflow labs
Scroll
Hiring me?

Senior AI PM / implementation leader

See the projects, career arc, and operating model behind how I turn messy workflows into shipped AI systems.

Review proof ->
Building in manufacturing?

Forkable Factory

Weekly probes, benchmarks, and shipped agentic tools exploring how physical product development becomes forkable.

Open lab ->
Following the labs?

Build logs, probes, experiments

Follow the public work across agentic manufacturing systems, product strategy tools, and AI operating systems.

View labs ->

Current Labs

Live experiments under one thesis.

I build AI-powered operating systems for complex work. The flagship lab applies agentic workflows to physical product development. The second proves it with evidence – fact-checking an entire industry against its own press releases, every number linked to a primary source.

Flagship LabDeep thesis lab

Forkable Factory

A public exploration of how agentic workflows can move physical product development from concept to manufacturing handoff. Probes, benchmarks, maps, and shipped tools make the thesis concrete.

A technical playground for manufacturing APIs, CAD agents, and product-development workflows.
Open lab ->
Research Drop154 findings · fact-checked

The Humanoid Ledger

What is verifiably true about humanoid robots in manufacturing. Wall Street says $7 trillion; the factory floor shipped 16,580. Every notable deployment evidence-graded, every number linked to a primary source.

Researched by a 49-agent fleet, 40 claims adversarially verified – an interactive ledger of deployments, economics, and the steelmanned skeptic case.
Open lab ->

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.

AI workflow systems

I turn recurring expert work into command centers, scoring loops, and AI-assisted operating rhythms.

Proves I can design the workflow, build the tool, and make AI useful inside a real decision process.

The Wire

Runs daily, hands-free

Automated daily product-intelligence feed across AI dev tools and manufacturing — sourced, scored, and published by an agentic pipeline.

Stakeholder Lens

PM workflow tool

Paste a roadmap once and generate audience-specific views for engineering, sales, execs, and customers.

Implementation Scoping Tool

Scope in under 2 min

Describe a business problem, answer discovery questions, and receive a structured AI implementation scope.

Industrial and physical systems

I apply agentic workflow thinking to manufacturing, CAD, product-development, and operations problems.

Proves I can work where software meets physical constraints, suppliers, APIs, compliance, and operational reality.

Forkable Factory Map

Live thesis map

Public map of the 10 product-creation phases and how far each can already be made forkable with agents.

Photo-to-Print Benchmark

Client-side mesh analysis

Drop a photo, generate printable STL candidates, and score image-to-3D models on printability.

Agent CAD Probe

CAD agent benchmark

Weekly benchmark of AI-native CAD tools, scored on agent-readiness, evidence quality, and workflow maturity.

Founder and revenue products

I have shipped products beyond demos: AI pipelines, fulfilment, customer-facing experiences, and revenue.

Proves commercial judgment, scrappy execution, and the ability to move from concept to live product.

Personalised Children’s Book Platform

1,000+ books sold

AI-generated personalised stories and illustrated pages routed through print-on-demand fulfilment.

Downtime Cost Calculator

Ops business case

Manufacturing ops calculator that turns incident data into downtime cost, annual risk, and monitoring ROI.

Roman's Lab

20+ shipped tools

The wider collection of PM tools, AI workflow prototypes, manufacturing experiments, and shipped utilities.

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.

LinkedIn
linkedin.com/in/romanmartins
GitHub
github.com/sinkrest
X
x.com/roman_vmartins
YouTube
youtube.com/@RomanMartins
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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