Principal Engineer, Automated Derivatives
ExternalFull-timeOn-site2w ago
CI/CDExcelGenerative AIGitGitLabIoT
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Responsibilities
- AI-Augmented RTL & Architecture
- Physical-Aware RTL: Use ML-based predictors to evaluate RTL code for timing and congestion bottlenecks before synthesis, reducing the number of "RTL-to-GDS" iterations.
- Derivative Generation: Develop scripts and Generative AI prompts to automate the creation of RTL wrappers, memory maps, and bus interconnects for design variants.
- Logic Optimization: Employ AI to identify redundant logic or clock-gating opportunities to hit aggressive power targets in derivative designs.
- Intelligent Verification
- Automated Testbench Scaling: Build AI-driven verification environments that automatically adjust constraints and coverage goals when a design derivative (e.g., changed cache size or port count) is instantiated.
- Smart Regression Management: Use ML to prioritize test cases that are most likely to fail based on historical RTL changes, slashing simulation time and compute costs.
- Bug Prediction: Deploy pattern-recognition models to identify "bug-prone" modules in the RTL based on complexity metrics and previous tape-out data.
- Rapid Physical Implementation
- Seamless Handoff: Ensure a "zero-friction" path from RTL to Physical Design by using AI to automatically generate floorplan constraints and timing assertions from the design spec.
- Closure Acceleration: Drive the physical implementation of derivatives, using AI to "reuse" placement and routing solutions from parent designs to achieve 10x faster convergence.
- Education: Minimum of a Master's degree in Electrical Engineering, Computer Science, or Computer Engineering.
- Experience: 12-15 years of professional experience in the semiconductor industry, with a focus on: Full-Stack Hardware Mastery: Proficiency in SystemVerilog for RTL design and UVM for functional verification.
- Physical Design Foundation: Solid understanding of Synthesis, P&R, and STA (Static Timing Analysis) to ensure RTL is physically realisable.
- ML/AI Integration: Expert Python skills to build and deploy models that interface with both simulation tools (VCS, Xcelium) and implementation tools (Innovus, ICC2).
- Data-Driven Flow Dev: Experience using Tcl/Python to extract "features" from simulation logs and implementation reports to train predictive models.
- Version Control & CI/CD: Mastery of Git and CI/CD pipelines (Jenkins/GitLab) to manage the high-velocity deployment of design derivatives.
- At Renesas, you can:
- Launch and advance your career in technical and business roles across four Product Groups and various corporate functions. You will have the opportunities to explore our hardware and software capabilities and try new things.
- Make a real impact by developing innovative products and solutions to meet our global customers' evolving needs and help make people's lives easier, safe and secure.
- Maximize your performance and wellbeing in our flexible and inclusive work environment. Our people-first culture and global support system, including the remote work option and Employee Resource Groups, will help you excel from the first day.
- Are you ready to own your success and make your mark?
- Join Renesas. Shape Your Future with Us .
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Benefits
Remote work optionsFlexible schedule
Additional Information
In this multi-disciplinary role, you will lead the end-to-end delivery of derivative SoCs , focusing on the intersection of RTL design, functional verification, and physical implementation. You will not just execute flows; you will build an AI-augmented "Silicon Factory" that uses machine learning to bridge the gap between architectural intent and GDSII. Your goal is to achieve ultra-fast turnaround times by using AI to predict physical outcomes during RTL coding and to automate the verification of design variants.
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Company Intel
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