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— Profile

An architect of systems that think, act and compound.

I design and build AI systems for companies that want durable, measurable leverage — not demos. My practice sits at the intersection of automation, applied intelligence, engineering craft and entrepreneurial thinking, and it is guided by one habit: relentless curiosity paired with the discipline to ship.

Discipline
AI Systems · Automation · Entrepreneurship
Based
European Union — Remote worldwide
Currently
Building the AI Automation Garage & Creative Studio
Experience

A decade of building — from live-service scale to AI systems.

Each chapter compounds into the next. The through-line: designing feedback loops and shipping systems that survive contact with real operations.

  1. 2026 — Present

    Founder & AI Automation Architect

    AI Automation Garage

    Founded an independent AI automation practice designing and shipping enterprise-grade agent systems — treating AI as core infrastructure, not a surface feature, so operators can cut cost, remove bottlenecks and scale without adding headcount.

    • Lead end-to-end delivery of production AI systems — strategy, architecture, engineering, integration and post-launch optimisation — for real operating businesses.
    • Ship voice AI receptionists, intelligent scheduling and customer-interaction automations integrated with telephony, CRM, calendars, payments and third-party APIs.
    • Set the enterprise bar for reliability, data protection and uptime — production systems, not experiments.
    • Direct product, brand positioning and conversion-focused UX for the studio's own platforms while retaining full technical control of backend logic and automation pipelines.
    OpenAIClauden8nSupabaseTwilioElevenLabsTypeScript
  2. 2023 — Present

    Founder & Operator

    eAbonamente.shop — Digital Subscriptions

    Founded and operate an e-commerce brand selling premium digital subscriptions to the Romanian market — full ownership of product, storefront, payments, fulfilment automation, customer experience and growth. A working case study in building and running a digital business end-to-end.

    • Designed and shipped the storefront, checkout and post-purchase automation from scratch — no team, no external agency.
    • Automated fulfilment for hundreds of monthly orders, eliminating manual delivery work and enabling the business to run unattended.
    • Grew brand and revenue through organic content, community trust and a customer-experience standard rare in the category.
    • Handles every operational discipline personally: product, brand, marketing, support, finance — the discipline that now underwrites every client system I ship.
    ShopifyStripeAutomationContentGrowthOps
  3. 2022 — 2026

    Software Quality Assurance Tester

    Electronic Arts — Quality Verification EAB

    Shipped globally distributed live-service titles at Electronic Arts, owning quality gates that protected launches used by millions of players. Built the operational discipline that now underwrites every AI system I deliver.

    • Contributed to global releases including FIFA World Cup 2022, FIFA Women's World Cup 2023, EA SPORTS FC 25 Ultimate Team and the FC 25 / FC 26 Companion apps.
    • Recognised at the FC 25 Town Hall for the highest volume of reported issues on the project — 250+ defects surfaced in under six months.
    • Owned QSPR workflows across quality, stability, performance and reliability, including framerate analysis and cross-platform benchmarking that shaped optimisation priorities.
    • Mentored and onboarded new hires into QV tooling, processes and release workflows — compounding team capacity beyond individual output.
    QSPRRegressionPerforceJIRAConfluenceLive Ops
  4. 2015 — 2022

    Independent Coach & Programme Designer

    Freelance Practice — Romania

    Ran an independent coaching practice for seven years — a first business built on personalised programming, measurable outcomes and long-term client retention. The foundation for how I now design systems around real human behaviour.

    • Built and retained a private client base through outcome-driven programming and disciplined performance tracking.
    • Designed individualised training and nutrition systems calibrated to each client's goals, physiology and lifestyle constraints.
    • Operated as a solo business — acquisition, delivery, retention and continuous methodology upgrades.
    Programme DesignPerformance AnalysisClient RetentionCoaching
Education

Formal study, continuous practice.

A mix of formal foundations and a relentless independent curriculum — because the field moves faster than any single institution.

University

2020 – 2023

Coaching, Pedagogy & Performance

National University of Physical Education and Sport — Bucharest
Licensed Coach — CEC Level 6 · 2020 – 2023

Training theory and practice across twelve disciplines, didactics and applied pedagogy — the foundations of how I now design systems that teach, coach and coordinate people.

2020 – 2023

Sports Management & Operations

National University of Physical Education and Sport — Bucharest
Management concentration

Strategic planning, organisational leadership, HR, event operations and sports marketing — the same operating lens I bring to running an AI automation studio.

2020 – 2023

Human Physiology & Biomechanics

National University of Physical Education and Sport — Bucharest
Physiology, anatomy and biomechanics

Bioenergetics, movement analysis, injury prevention and performance testing — a systems view of the human body that shaped how I model complex systems in general.

Certifications

2026

Web Development Essentials

Mimo.org
HTML · CSS · JavaScript

Certificates of completion across the core web foundations — the baseline layer beneath every product surface I ship today.

Courses

Ongoing

Applied AI & LLM Engineering

Independent, continuous curriculum
Agents, RAG, tooling and evaluation

Structured self-directed study across model providers, agent frameworks, retrieval and evaluation — kept current with the pace of the field.

Ongoing

AI Automation & Systems Integration

Practitioner curriculum
Workflow orchestration, CRMs, telephony, payments

End-to-end automation across the platforms that real businesses actually run on — telephony, CRM, calendars, payments and third-party APIs.

Ongoing

Voice AI & Conversational Agents

Practitioner curriculum
Real-time voice, telephony, agent design

Deep focus on production voice agents — latency, turn-taking, tool use and the operational patterns that make voice reliable in real deployments.

Workshops

2022 – 2026

Enterprise QA & Release Engineering

Electronic Arts
QSPR, framerate, milestone & regression testing

Internal training and hands-on practice across global title launches — the discipline of shipping software that millions of people use on day one.

Recurring

AI Product Cohorts

Industry practitioner cohorts
Product, design and creative AI

Small-group, high-signal cohorts with practitioners shipping AI in production — a compounding source of taste and pattern recognition.

Future learning

Upcoming

Distributed AI Systems & Infrastructure

Planned
Advanced systems engineering for AI

Deepening the infrastructure layer beneath modern AI products — orchestration, evaluation and scale.

Upcoming

AI Safety, Evaluation & Governance

Planned
Evaluation, safety and enterprise governance

Formal study of the practices that make AI trustworthy in enterprise contexts — evaluation harnesses, guardrails and governance.

Skills

A layered toolkit, curated over years.

Not a checklist. These are the disciplines I reach for when designing systems — grouped by the problems they solve.

03

AI Systems

Designing production AI agents and automation for real business operations.

  • Agent architecture
    Planning, tools, memory and guardrails.
    Expert
  • Voice AI
    Receptionists, schedulers and voice workflows.
    Expert
  • RAG & evaluation
    Retrieval, evals, production feedback loops.
    Advanced
03

Automation

End-to-end workflows across the platforms real businesses actually run on.

  • Workflow orchestration
    n8n, Make and self-hosted pipelines.
    Expert
  • Telephony & CRM
    Calls, calendars, CRM and follow-up loops.
    Expert
  • Payments & ops
    Billing, notifications and internal ops flows.
    Advanced
03

LLMs & Prompting

Multi-provider LLM work with a focus on quality, cost and latency.

  • Prompt engineering
    Structured prompts, tools and schemas.
    Expert
  • Model selection
    OpenAI, Anthropic and open-source models.
    Advanced
  • Long-context work
    Documents, transcripts and research flows.
    Advanced
03

Frontend & Web

Premium interfaces with performance, taste and conversion in mind.

  • React & TypeScript
    Modern component architecture.
    Advanced
  • Tailwind & design systems
    Token-driven styling at scale.
    Advanced
  • Motion & interaction
    Framer Motion for expressive UI.
    Advanced
03

Backend & Integrations

Data-shaped services and reliable third-party integrations.

  • APIs & webhooks
    Typed contracts and event-driven flows.
    Advanced
  • Databases
    Postgres, schema design and RLS.
    Advanced
  • Third-party systems
    Telephony, calendars, payments, CRMs.
    Expert
03

Quality & Reliability

Enterprise QA discipline shaped by shipping global software titles.

  • QSPR testing
    Quality, stability, performance, reliability.
    Expert
  • Regression & smoke
    Milestone, MD, CR and smoke coverage.
    Expert
  • Debugging & repro
    Root-cause analysis and clean bug reports.
    Advanced
03

Creative AI Production

Directing AI as a production medium — video, image and voice.

  • AI video
    Cinematic reels, commercials and walkthroughs.
    Advanced
  • AI imagery
    Editorial, product and brand imagery.
    Advanced
  • Voice & audio
    Voice cloning and conversational agents.
    Advanced
03

Marketing & Brand

Positioning, content and community that compound attention over time.

  • Positioning
    Category, offer and message design.
    Advanced
  • Social & content
    Editorial and short-form pipelines.
    Advanced
  • Community
    Building and leading online communities.
    Advanced
03

Leadership & Operations

A decade of coaching translated into how I lead teams and clients.

  • Coaching & pedagogy
    Teaching, mentoring and onboarding.
    Expert
  • Client engagements
    Scoping, delivery and long-term retention.
    Expert
  • Operations
    SOPs, tooling and measurable throughput.
    Advanced
— Values

How I work, in five principles.

These are professional commitments, not personality traits. They are the filter I apply to every engagement, decision and line of code.

  1. 01

    Systems Thinking

    Every problem is a system. I trace the loops, name the constraints and design where the leverage actually lives — not where it feels obvious.

  2. 02

    Continuous Improvement

    Small, compounding refinements beat heroic rewrites. I build systems with the seams that make tomorrow's improvements cheap.

  3. 03

    Business Impact

    Technology is only interesting when it moves a number that matters. I start from unit economics and operator workflows, then design backwards.

  4. 04

    Long-Term Engineering

    I write software as if I'll maintain it in five years — because someone will. Legibility, observability and boring choices where they belong.

  5. 05

    Craftsmanship

    Detail is not decoration. It is the signal that tells clients, partners and users the whole system was designed with intent.

Portraiture

A quieter frame.

A rotating selection of portraits — because behind every system is a person choosing how it should feel.

— In closing

If any of this resonates, let's talk.

The best engagements start with a real conversation — not a form.