Catalin Caldararu

Technical AI Product Owner, PSPO II · PSM II

First-named inventor on 22 AI Product Patent Applications

Hello, I am a Technical AI Product Owner who stays close to engineering and delivery. I can build and ship what I spec.

I sit at the intersection of Full Stack AI engineering, product, delivery, and innovation, with hands-on experience across AI-Native SDLC, Hybrid Edge AI, Agentic AI, .NET, CI/CD, and AI-assisted Next JS.

My depth is in applied GenAI, product, and full-stack delivery. For classical ML, low-level optimization, infrastructure engineering, and UX, I partner with specialists. Partnering with the right co-inventors and teammates is part of how I ship.

I'm a first-named inventor on 22 AI product patent applications. I embed collaborative innovation into the SDLC, so products don't just ship, they evolve.

I enjoy Agile delivery. I'm PSPO II and PSM II certified and have applied Scrum, Kanban, and Extreme Programming (XP) in AI initiatives.

I understand how developers work and have delivered with distributed teams across the Americas, Europe, and Asia. I hunt down blockers and communicate trade-offs clearly to leadership.

From time to time I also act as a Trainer, striving to foster a culture of continuous learning, so the people behind the products grow alongside them.

Top Skills

  • Innovation Strategy

  • AI Product Delivery

  • AI Development

Experience

Technical AI Product Owner, Applied AI

Self Employed, Self-employedAug 2026 - Present · 2 mosBucharest, Romania · Remote

Independent product and development work in Applied AI and Hybrid Edge AI. Most current engagements are new, short, and under NDA.

  • Originated, built, and shipped a local AI system that powers acquisition decisions in a commercial niche with a known, finite set of candidates. The system runs at near-zero marginal cost per query.
  • Advised a client on Hybrid Edge AI product strategy. Edge remains a specialized market today, but I'm positive on its trajectory.
Applied AIAI AgentsHybrid Edge AIAgile Application DevelopmentProduct Management

Senior AI Product Engineer, R&D Portfolio

Dell Technologies, Full-timeAug 2025 - Jul 2026 · 1 yrBucharest, Romania · Remote

Project: Hybrid AI Product R&D Portfolio — Kanban team of 10.

I took the initiative and built the foundation for an IP portfolio spanning Hybrid AI products, which earned me multiple internal innovation awards.

Development & Outcomes

  • Initiated and led a VP-funded Product R&D initiative. Originated and owned 50 formal software product prototypes and filed 22 patent applications as first-named inventor. The invention names are under NDA until July 2027. Company-issued proof is available on request.
  • Built working prototypes through full-stack, AI-assisted development across .NET/C#, Python, ONNX Runtime GenAI, and Next.js.
  • Ranked as Dell Romania's most active inventor and in the top 20% of inventors in company history (per public statistics).
  • Achieved this without a formal innovation mandate or dedicated resources, pitching each invention individually and earning sponsorship through results. The company committed roughly $600k to protecting the portfolio.

Ownership

  • Originated product concepts aligned with the company's AI strategy: building AI into its products, applying AI to its internal systems and processes, and delivering AI with its partner ecosystem. Killed the concepts that didn't serve one of these three directions.
  • Owned one of Dell's Hybrid AI Product R&D Portfolios: its backlog, business cases, PRDs, solution architectures, and a 4-phase roadmap.
  • Prioritized the portfolio with Evidence-Based Management, weighing the Current Value, Unrealized Value, Ability to Innovate, and Time-to-Market.

People & Delivery

  • Held 6 presentations within my division. As a result, recruited 9 Principal Engineers as voluntary co-inventors and ran the globally distributed group as a self-managing team, organizing weekly design-thinking sessions.
  • Promoted innovation and supported new inventors, which led to co-inventor credit on 3 patent applications outside my portfolio. After I left, one of the Principal Engineers took over the workstream's leadership.
Applied AIAI AgentsHybrid Edge AIAgile Application DevelopmentInnovation ManagementProduct Management

AI Software Developer & Service Owner, Hybrid AI Platform

Dell Technologies, Full-timeAug 2024 - Jul 2025 · 1 yrBucharest, Romania · Remote

Project: Commercial Hybrid AI Platform — Core Services team of 5.

I moved into a new AI division as a mid-level developer, after being an early adopter of AI coding tools.

Development & Outcomes

  • Owned and single-handedly built 6 OpenAI-compatible AI services (SLM/ASR) across two silicon platforms, with inference running on NPUs and GPUs.
  • Delivered Dell's first NPU-based ASR service from zero to production in 4 months. It was followed by Dell's first ONNX-based SLM services on both AMD and Qualcomm hardware in 5 months. Later contributed to services spanning all four silicon targets (AMD, Qualcomm, NVIDIA, Intel).
  • Built 2 of the 6 primary function-calling services that enabled Agentic Edge AI across all Dell hardware.
  • These commercial, user-facing services ship to every Dell AI PC customer and power capabilities showcased at CES and DTW. Within months of launch, every service was adopted by customers, including teams that couldn't use AI before.
  • Enabled internal teams and customers to add SLM and ASR to their AI apps by pointing existing OpenAI code at a local endpoint, cutting time from PoC to production by ~80%. This also strengthened data privacy and eliminated recurring cloud costs.
  • Built the accuracy, latency, and safety test suites (MMLU, WER) that vetted every model behind these APIs.

People & Delivery

  • Alongside my own services, served as Scrum Master for one of the platform's 5-person squads, without touching their services. The squad consisted of experienced developers who were new to Edge AI.
  • Refined the squad's technical user stories and tasks based on discussions with leadership, the Product Manager, and external vendors.
  • Facilitated the squad's Daily Scrum, and resolved cross-team dependencies working with external vendors and 5 partner Scrum teams (ML, HW, Consumers).
Applied AIHybrid Edge AIAgile Application Development

Software Developer & Service Owner, Web Platform

Dell Technologies, Full-timeAug 2023 - Jul 2024 · 1 yrBucharest, Romania · Remote

Project: .NET Web Platform Modernization — Scrum team of 4, one of 20+ teams in a scaled-Scrum digital transformation program.

I was promoted to mid as part of a small group trusted with application development and cross-team collaboration.

I led one of the 5 squads building our product, a team of newer engineers, recent joiners, and interns, with my EM managing many squads across the program.

Development & Outcomes

  • My team owned end to end the .NET Web API services behind 3 operator-facing modules, built from scratch to replace legacy systems, with partner teams owning the React front-ends.
  • From release, our services powered the modules used by all of Dell's factory engineers across the Americas, EMEA, and APAC, retiring the legacy ones.
  • Improved the services' speed and reliability with self-healing, CI/CD deployments, and complete observability.

Ownership

  • Supported the PO during refinement by adding technical detail to the squad's user stories, so each task could be picked up independently.
  • Made sure every deliverable met the program's NFRs, and owned the observability, defect triage, and GitLab CI/CD for every service the squad shipped.

People & Delivery

  • Planned releases with the EM, PO, and Program Manager, and was the development point of contact for testing teams, UAT, and 6 partner Scrum teams.
  • Resolved cross-team dependencies and integration defects while working with stakeholders distributed across 3 time zones.
  • Facilitated the Daily Scrum and onboarded 7 developers of varying experience levels across the program.
Web DevelopmentCloud ComputingAgile Application DevelopmentCoaching & Mentoring

Junior Software Developer

Dell Technologies, Full-timeAug 2021 - Jul 2023 · 2 yrsBucharest, Romania · Remote

Project: .NET microservices across 4 Scrum teams, a rotational track in a scaled-Scrum program of 20+ teams.

  • Built .NET Web APIs and automated their testing and deployment with GitLab CI/CD pipelines.
  • Collaborated cross-functionally with the E2E and DevSecOps teams, and with many consumer Scrum teams across the program.
  • Took ownership of a production microservice within 6 months. Never missed a release since, including through the later modernization program.
  • Rotating across 4 teams gave me an early map of who owned what — the basis for the cross-team work in every role after.
Web DevelopmentCloud ComputingAgile Application Development

Early Career Experience

SiSC - Cybernetics Students' Union · SuvodaOct 2018 - Sep 2021 · 3 yrsBucharest, Romania · Hybrid
  • Volunteered for 3 years at SiSC (Cybernetics Students' Union).
  • Recruited, mentored, and coached students across 10 educational projects that prepared them for their first IT jobs.
  • Here I found that I genuinely enjoy helping people grow.
  • Completed the Leaders Foundation's Next Generation of Innovators Program and earned IBM's Design Thinking Co-Creator credential (Sep 2021).
  • Received a Special Mention Award in McKinsey & Company's Romania Reinvented student innovation contest (Jul 2021).
  • Completed a .NET Software Developer internship at Suvoda (Oct - Dec 2020).
Web DevelopmentCoaching & MentoringProduct Innovation

Education

  • Harvard Business School Online

    Certificate of Specialization, Entrepreneurship & Innovation

    Apr 2026 - Aug 2026

    A 16-week, 100-hour online specialization program focused on mastering proven frameworks for harnessing innovation and transforming disruptive ideas into viable products and services. Key activities:

    • Discover: User research and disruption theory
    • Define: Problem framing and Jobs to Be Done
    • Design: Structured ideation across product, service, and business models
    • Deliver: Team enablement and MVP prototyping
    • Engage: Behavior-change models
    • Adapt: Evaluation and emergent strategy

    Skills:Innovation ManagementProduct InnovationStrategyDesign Thinking

  • Faculty of Economic Cybernetics, Statistics and Computer Science, ASE Bucharest

    Master's degree, IT Solutions for Business & Project Management

    Sep 2021 - Jul 2023

    Skills:Applied AIProject ManagementAgile Application DevelopmentData-driven Decision Making

  • Faculty of Economic Cybernetics, Statistics and Computer Science, ASE Bucharest

    Bachelor's degree, Computer Science for Business

    Oct 2018 - Jul 2021

    Skills:Web DevelopmentDesktop DevelopmentMobile Application Development

Certifications