ML/AI Timing and Power Flow Expert

Altera Semiconductor • San Jose, CA

9h

About The Position

We are seeking a highly skilled ML/AI Timing and Power Flow Expert with deep expertise in flow development, timing, power, library generation, and UPF-based methodologies, along with strong enthusiasm for applying ML/AI techniques to improve flow efficiency, debug productivity, and overall QoR. In this role, you will architect and optimize advanced ASIC/FPGA implementation flows, focusing on timing and power convergence across full-chip and block-level designs. You will leverage machine learning and AI methodologies to enhance predictability, automate bottleneck analysis, and accelerate signoff closure. This is a highly visible, cross-functional position working closely with design, physical design, CAD, library, and reliability teams to enable best-in-class silicon performance and power efficiency.

Requirements

• Bachelor’s Degree in Electrical Engineering, Computer Engineering, Computer Science, or related field with 8+ years of relevant industry experience in ASIC or FPGA timing/power/library flow development.
• 6+ years of experience in timing and power flow development and methodology.
• 6+ years of experience with industry-standard STA, power analysis, and library characterization tools.
• 6+ years of experience with excellent coding practices (Tcl, Python, Perl, or similar), focused on clean, reusable, and maintainable flow infrastructure.
• 6+ years of experience with deep understanding of timing concepts, STA methodologies, timing constraints, and timing collateral generation.
• 6+ years of experience in power analysis, optimization techniques, and comprehensive power reporting methodologies.
• 6+ years of hands-on experience with library generation and characterization, including timing, power, and noise model development and validation.
• 6+ years of experience working with UPF, including multi-power-domain designs and power intent modeling.
• 6+ years of experience in timing collateral generation, library integration into STA/power flows, and complex flow automation coding.
• Demonstrated ML/AI enthusiasm, with interest or experience in applying data-driven techniques to flow automation, debug, QoR prediction, or trend analysis.

Nice To Haves

• 5+ years of experience supporting advanced-node, large-scale, complex SoC designs (e.g., multi-million instance designs across multiple power domains).
• 3+ years of experience working with ML/AI frameworks, data analytics platforms, or statistical methods applied to EDA, timing/power analysis, or library characterization flows.
• 5+ years of experience performing deep data analysis and translating quantitative insights into measurable flow, timing, power, or library methodology improvements.
• 5+ years of demonstrated experience independently driving methodology enhancements end-to-end, from problem definition through deployment and production adoption.
• 5+ years of experience collaborating across cross-functional teams (PD, STA, library, CAD, power) with strong written and verbal technical communication skills.

Responsibilities

• Develop, enhance, and maintain robust timing and power flows across the physical design and signoff lifecycle.
• Own and drive STA flows, including timing setup, analysis, and timing collateral generation.
• Design and implement power-aware flows, including UPF integration, power intent validation, and comprehensive power/timing reporting.
• Lead standard-cell and macro library generation and characterization flows, including: Timing, power, noise, and constraint characterization Validation and quality checks for signoff readiness Integration of characterized libraries into STA and power flows
• Build and maintain scalable, automated flow infrastructure using strong coding and software engineering practices.
• Apply ML/AI-driven approaches to: Accelerate flow development and turnaround time Improve debug efficiency for timing, power, library, and convergence issues Enable smarter analysis, anomaly detection, and trend identification in timing, power, and library data
• Generate, analyze, and review timing, power, and library reports, ensuring accuracy, consistency, and signoff quality.
• Collaborate closely with PD, STA, library, power, and methodology teams to continuously improve flows and usability.
• Debug complex timing, power, library, and flow issues across multiple design stages and configurations.

What This Job Offers

• Job Type: Full-time
• Career Level: Mid Level