Catalin Caldararu

• Filed 22 patent applications as first-named inventor, drawn from a 35-invention portfolio I originated end to end, ranking as the most active inventor at Dell's Romania site and in the top 10% company-wide.
• Defined the Agentic Hybrid Edge strategy behind the portfolio, running agent loops on-device with inference partitioned across NPUs (AMD Ryzen AI, Qualcomm Hexagon) and fallback through GPU to CPU via DirectML, keeping every invention deployable across mixed device fleets.
• Owned the backlog, business cases, PRDs, and draft solution architectures. Originated the inventions from directly observed customer needs rather than assigned specs, and grew the effort into an R&D roadmap delivered across 4 phases, each scoped from the results of the last.
• Prototyped 25 of the 35 inventions on target NPU/GPU hardware with ONNX Runtime, as one of only 10 people in the org who both invented and shipped Agentic Edge AI in production.
• Won 9 Principal Engineers as voluntary co-inventors, holding no reporting authority over them or vice versa, and extended the portfolio across 8 domains: Privacy, Security, Resilience, Efficiency, Personalization, Accessibility, Automation, and Hybrid Edge SDLC.
• Pitched each invention to engineering and legal leadership, converting approved concepts into filings with 4 patent attorneys. Ran the effort as a self-managing team with no manager, reporting to a VP-level sponsor for two years, with funding and rewards tied to results.

(Stats per IDiyas Public Statistics)

• Owned and built the function-calling SLM and ASR services across two silicon platforms in a Hybrid AI product featured at CES and Dell Technologies World, shipping to every Dell AI PC customer.
• Created both as the only Dell services of their kind on that hardware, running inference on both NPUs and GPUs, with the SLM service supporting chat and function-calling.
• Built the accuracy, latency, and safety test suites (MMLU, WER) that benchmarked every candidate SLM and ASR model ahead of shipping.
• Took on work across the wider program over time, contributing to services that spanned all four silicon targets (AMD, Qualcomm, NVIDIA, Intel).
• Delivered, with the team, an integration layer that let internal teams and customers add SLM and ASR to their applications without building inference stacks themselves.
• Shipped that layer as part of a toolkit that cut time from PoC to production by ~80% for on-device AI applications, kept prompts and audio on the machine, and removed recurring cloud inference costs.
• The integration layer reached production use within months of launch, adopted by IT professionals building Agentic Edge AI applications and by organizations with privacy-first requirements.
• Resolved defects and cross-team dependencies alongside hardware vendors and 5 partner Scrum teams (Testing, MLOps, DevOps, Consumers).
• Facilitated my team's Daily Scrum for a year, upskilling teammates in on-device AI and the product it shipped into, and reporting progress and impediments to internal and external leadership.

• Built a custom Jira-like work management system and the underlying task model, replacing a workflow fragmented across the legacy monoliths.
• Owned the configuration service supplying the parameters that downstream systems needed to execute the platform's specialized task types.
• Owned the data aggregation service that gives external partners a single outbound interface to feed their own work management systems.
• Led the team's adoption of HashiCorp Vault, eliminating secret sprawl, and delivered a library used across the program that touched 4 products, 60 services, and 240 instances spanning non-prod and prod.
• Led the team's adoption of Dynatrace, working with the vendor's representative to bring 240 service instances (60 services across 4 environments, spanning 4 products) under full telemetry, sustained at 100% coverage thereafter.
• Took over the team's CI/CD after the previous DevOps engineer left, working with Dell's central DevOps to raise pipeline coverage from 70% to 95%, sustained thereafter.
• Migrated 20 services and 10 front-ends across 4 environments (120 components) and right-sized their resources, freeing capacity that supported later development without adding to the team's footprint.
• Supported 10 partner Scrum teams consuming my team's services, resolving cross-team dependencies and integration defects as a point of contact for downstream consumers and E2E testing.
• Facilitated the Daily Scrum for a 5-person team for a year, onboarding 7 developers of varying experience levels and upskilling teammates on our modules and the platform they shipped into.