Catalin Caldararu

AI Product Delivery & Innovation Consultant

First-named inventor on 22 Applied AI patent applications.

I am an AI Product Delivery & Innovation Consultant who can build and ship what he specs.

I focus on shrinking the gap between a product's ideation and launch by connecting AI Development, Delivery & Innovation.

I have hands-on experience across Applied AI, including Edge AI, Hybrid AI, and Agentic AI.

As first-named inventor on 22 Applied AI patent applications, I strive to embed collaborative innovation and learning into the software delivery lifecycle, so the products and teams I work with don't just ship, they grow and remain relevant in changing markets.

I'm also an advanced Agile practitioner holding both PSM II and PSPO II, a level fewer than 7% of level I practitioners choose to pursue. I've applied Scrum, Kanban, and Extreme Programming (XP) inside real AI initiatives.

I am open to remote B2B/B2C engagements and full-time roles.

Current Focus Areas

  • AI Agility & DX

  • Applied AI

  • Edge & Hybrid AI

  • Agentic AI

Top Skills

AI Product Ownership & Delivery

Owned the backlog and strategy for a 35-item Applied AI innovation portfolio, and drove the delivery of Hybrid Conversational AI services from research to production. PSPO II and PSM II certified, running Scrum for delivery and Kanban for R&D.

Product Innovation

Secured $1M in funding for a 35-item Applied AI patent portfolio I originated, with 22 applications filed as first-named inventor. I apply systematic inventive thinking and design thinking to extend products into defensible IP, and help leaders assess whether an AI initiative is sustaining or disruptive.

AI Development

Authored solution architectures for 35 differentiated AI product concepts, enabling independent engineering or spec-driven AI execution. Built and shipped the core Hybrid AI services referenced in my patent applications.

Experience

AI Product Delivery & Innovation Consultant

Self-employedJun 2026 - Present · 2 mosBucharest, Romania · Remote
  • Advised functional leaders on AI product strategy in an engagement focused on local AI.
  • Originated, built, and shipped a private local AI system that powers data-driven acquisition decisions in a commercial niche, running at near-zero marginal cost per query. Combined semantic embeddings, sentiment analysis, and real market data to rank and notify users of acquisition candidates.
Applied AIEdge AIAI AgentsProduct ManagementProduct Strategy

Hybrid & Applied AI Inventor, Dell Products Inc.

Dell Technologies, Part-timeMay 2024 - Present · 2 yrs 3 mosBucharest, Romania

This work included research, product ownership, solution design, and delivery. I initiated and led a Product Innovation initiative, building a 35-invention Applied AI portfolio as a managed R&D product, owning its backlog, strategy, and Kanban-driven invention flow.

  • As first-named inventor on 22 filed patent applications, initiated inventions spanning 8 domains: Security, Privacy, Resilience, Efficiency, Accessibility, Personalization, Automation, and Agent-Native SDLC.
  • Became the top inventor at Dell's Romania site, conservatively ranking in the top 15% of the company's lifetime inventors (according to IDiyas).
  • Produced a defensive IP portfolio protecting a Hybrid AI platform and its integrations across 4 commercial and 3 internal applications, with 4 more still ahead on the roadmap.
  • Secured $1M in funding by pitching business cases for all 35 concepts to Software Engineering and Legal leadership.
  • Defined the initial requirements, PRDs, and solution architectures for every invention (product concept).
  • Drew in 10 co-inventors, a quarter of my former org, who decided to join and contribute to inventions across their domains without a formal mandate.
  • Facilitated weekly refinement sessions with engineers, promoting Design Thinking and Structured Inventive Thinking (SIT).
  • Drove the portfolio's development as a lead contributor, working with 4 attorneys to bring the filings through.
Applied AIAI AgentsProduct ManagementInnovation ManagementProduct InnovationProduct StrategyProduct Research

Mid AI Developer & Scrum Master, Hybrid AI

Dell Technologies, Full-timeMay 2024 - May 2026 · 2 yrs 1 moBucharest, Romania

This work included research, back-end service design, development, testing, delivery, and monitoring. My early adoption of AI coding tools led to a horizontal move into a newly formed AI division in a different business unit. Worked across two 5-person Scrum teams on two AI initiatives, each with ~25 developers. First, a complete redesign of an existing Applied AI Desktop Application, then the greenfield Hybrid AI platform, where I joined the core inference team. Both products were featured at CES and Dell Technologies World and ship to all Dell AI PC customers.

  • Sole developer for 6 OpenAI-compatible APIs and inference services spanning two silicon vendors, including the default conversational services (SLM and ASR), which were, at release, the most performant Dell services for these targets.
  • Played a key role in enabling internal teams and customers to build Hybrid and Agentic Edge AI applications across heterogeneous AI PC fleets.
  • Contributed to inference services across NPUs, GPUs, and CPUs, spanning all 4 silicon targets (AMD, Qualcomm, NVIDIA, Intel).
  • Built test suites measuring the accuracy, latency, and safety of candidate SLM and ASR models, determining which models shipped.
  • Facilitated Daily Scrums for a 5-person AI inference team, assigning tasks and clearing blockers.
  • Resolved defects and dependencies while coordinating directly with hardware vendors and three other Scrum teams (ML, DevOps, and a consumer).
  • Monitored service quality across successive hardware, driver, and dependency versions, spotting degradation trends early and re-optimizing accordingly.
  • Reported progress and impediments to internal and external leaders, including directors and Fellows.
AI InferencingEdge ComputingONNXEdge AIOpenAI APIHybrid AIGenerative AISmall Language Models (SLMs)Speech Recognition

Mid Software Developer & Scrum Master

Dell Technologies, Full-timeMar 2023 - Apr 2024 · 1 yr 2 mosBucharest, Romania

Part of a 5-person Scrum team within a scaled modernization program of 20+ teams. This work included back-end service design, development, testing, delivery, and monitoring.

  • Worked alongside two specialists (DBA and UX) and two rotating full-stack developers.
  • Drove development with light oversight from the Engineering Manager and Program Architect.
  • Built 3 full-stack modules comprising of 6 .NET APIs and 2 React front-ends.
  • Consumed Web APIs from 5 Scrum teams and served APIs to 3 others.
  • Facilitated Daily Scrums, cleared blockers, and acted as integration engineer for the team's releases, working with many stakeholders.
  • Ensured deliverables met NFRs spanning automation, security, accessibility, observability, secret management, and performance.
  • Onboarded 4 developers of varying experience levels, enabling the team to take on more work.
  • Prevented technical debt through static code analysis, refactoring, code reviews, and pair programming.
  • Collaborated directly with internal stakeholders and supported cross-team UAT/E2E defect triage.
  • Monitored service quality and delivered targeted improvements.
Web DevelopmentCloud ComputingAgile Application DevelopmentCI/CDSQL

Junior Software Developer

Dell Technologies, Full-timeAug 2021 - Feb 2023 · 1 yr 7 mosBucharest, Romania

Rotated through 4 Scrum teams, developing .NET APIs and automating their testing and deployment with GitLab CI/CD pipelines.

HR Volunteer for IT Education Projects

SiSC - Sindicatul Studenților din CiberneticăOct 2018 - Sep 2021 · 3 yrsBucharest, Romania · Hybrid

Contributed to 13 educational projects that prepared students for their first IT jobs.

Education

  • Harvard Business School Online

    Certificate of Specialization, Entrepreneurship & Innovation

    Apr 2026 – Jul 2026

    A 16-week, 100-hour online specialization program spanning three modules: Disruptive Strategy, Transforming Customer Experiences, Design Thinking and Innovation

    Skills:StrategyCustomer ExperienceDesign ThinkingProduct InnovationInnovation Management

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

    Master's degree, IT Solutions for Management

    Sep 2021 – Jul 2023

    Skills:Agile Application DevelopmentData-driven Decision MakingProject Management

  • 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