Silicon Performance, Power and Binning Tools Engineer
Core
Build and optimize toolchains that translate silicon simulation data (power, noise, binning yields) into firmware tuning, product specs, and manufacturing limits using AI/LLMs.
Role type
Senior IC silicon performance and toolchain engineer (AI/LLM integration)
Builds
Pipelines connecting simulation outputs to downstream firmware, manufacturing, and specification systems
Domain
Semiconductor hardware engineering + AI/LLM application
Deliverable
production ML models
Required skills
Digital design, circuit analysis, computer architecture, silicon speed/power, Perl, Python, LLMs/agents, data quality validation, object-oriented programming
Preferred skills
Silicon product proficiency (speed, power, voltage noise, binning), MCP/DSPy, LLM evaluation frameworks, dashboarding
Technologies
Perl, Python, LLMs, agents, MCP, RAG
Responsibilities
Build infrastructure for raw simulation data to firmware tuning; Use LLMs to automate analysis and validation; Build observability systems for data errors; Collaborate with product, silicon, firmware, and manufacturing teams
Seniority
Senior, hands-on IC
