Catalin Caldararu

• 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 clients on Hybrid Edge AI product strategy. Edge remains a specialized market today, but I'm positive on its trajectory and I'm tracking emerging Edge technologies that go well beyond the classical model.

• Created from zero a VP-sponsored portfolio of 60 software product prototypes. Filed 22 patent applications as first-named inventor, ranking as Dell Romania's most active inventor and among the top 20% of inventors in company history (per public statistics).
• Achieved this without dedicated resources, pitching each invention individually and earning sponsorship through results.
• Owned the backlog, business cases, PRDs, solution architectures, and a 4-phase R&D roadmap. Won 7 Principal Engineers as voluntary co-inventors, and ran it as a self-managing team.
• Built prototypes myself. This includes end-to-end Full Stack AI development with .NET/C#, Python, ONNX Runtime GenAI, OpenAI API, CI/CD pipelines, Windows Installers (WiX), and AI-assisted NextJS.
• Owned and built from zero all 6 OpenAI-compatible conversational AI services (SLM/ASR) across two silicon platforms, running inference on NPUs and GPUs. These commercial, user-facing services power Dell AI PC capabilities featured at CES and DTW.
• All services achieved customer adoption within months of launch, reaching non-consumers who couldn't use AI on confidential data.
• 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%, strengthening data privacy, and eliminating recurring cloud costs.
• Built the accuracy, latency, and safety test suites (MMLU, WER) that vetted every model behind these APIs.
• Facilitated the Daily Scrum and weekly design-thinking sessions, resolving cross-team dependencies with external vendors and 5 partner Scrum teams.

(Stats per IDiyas Public Statistics)

• Owned 8 .NET Web APIs, developing them end to end, planning releases with the EM, PO and RTE, and resolving cross-team dependencies and integration defects as point of contact for testing teams and 10 downstream partner Scrum teams.
• Ensured all deliverables met the program's non-functional requirements (NFRs), while owning the team's CI/CD (GitLab), observability, and defect triage.
• Facilitated the Daily Scrum, onboarding 7 developers of varying experience levels across the program, and upskilling teammates on our modules and the platform they shipped into.