I turn business workflows, documents, tools, and human review into controlled AI agent systems with observable decisions and safe actions.
01 / Founder-led businesses
I operate State Method for controlled AI Agent engineering and Predella Studio for cinematic films and imagery before launch. Each has its own offer, method, and client path.
Business 01 / Controlled AI Agent workflow engineering
State Method diagnoses, pilots, and builds controlled AI Agent workflows with measurable outcomes, explicit authority, human approval, and recoverable failure.
Founded and led by Hugo Sequier.
The model can improvise. The workflow should not.
Business 02 / Creative visualization and film studio
Predella creates cinematic films and visual assets for products, hotels and places before they launch, combining creative direction, 3D and generative production.
Founded and led by Hugo Sequier.
One brand world. Many scenes.
02 / Selected work
Production AI, data, and product systems that demonstrate the engineering foundation behind my AI Agent work.
AI system for technical and compliance verification on floorplans and large construction documents.
Teams were manually reading 40+ page documents and running compliance checks by hand on floorplans.
Explore how I built Brickroad’s dataset marketplace backend, from uploads and Irys storage to dataset segmentation, visualization, and payments.
AI pipeline that converts construction-site videos into compliance-report drafts.
Inspectors and engineers had to take notes on site, return to office, and write reports manually.
R&D project exploring practical techniques to detect and extract floorplan polygons with a reusable training and inference method.
Strong dependency on Kreo blocked extension to new plan classes like electrical and plumbing.
+ More projects
Confidentiality / Sensitive client details are anonymized. Project descriptions focus on workflows, architecture, and outcomes.
03 / Expertise
The capabilities required to make agents useful, controlled, observable, and maintainable inside real workflows.
04 / AI Agent delivery
I build agents around explicit outcomes, tools, authority boundaries, evaluation cases, and human ownership—not open-ended autonomy.
Bound the workflow, outcome, and human owner
Map the inputs, knowledge, tools, and system boundaries
Define evaluation cases, permissions, and stop conditions
Build the smallest useful agent with deterministic controls
Test representative, ambiguous, and known-bad cases
Deploy with observability, recovery, and operational ownership
05 / Writing
I write about agent architecture, Claude Code workflows, AI-powered knowledge systems, and lessons from building with AI.
Medium article
A practical control path for agent-generated changes to prompts, skills, memory, and sub-agent setup, with risk-based review and versioned recovery.
Medium article
Why models should interpret ambiguous inputs while deterministic workflow controls govern validation, state, permissions, approvals, recovery, and consequential actions.
06 / About
I specialize in production agents that combine model reasoning with tools, memory, deterministic controls, human approval, and recoverable execution.
I hold an engineering degree specialized in Data & Artificial Intelligence, with 7 years in software development, 3 years in Data Science, and 1.5 years as a freelancer.
My AI Agent work spans orchestration, tool use, memory, RAG, permission boundaries, human review, evaluation, and the APIs and interfaces needed to operate agents in production.
At BTP Consultants, I combined AI Agents with document intelligence and Computer Vision, including tool-using floorplan verification workflows that helped reduce verification time by 80%.
I’m also the founder of State Method, a controlled AI workflow engineering business, and Predella Studio, a creative visualization and film studio for products and places before launch.
07 / Contact
Start with State Method for a focused controlled-agent workflow, contact me directly for ongoing AI Agent engineering, or use Predella Studio for product launch and hospitality films and imagery.
In your first message, include your company name, business context, objective, and expected timeline.
