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AI SKILLS · Hardware & electronics

Use AI in design verification

Apply AI to testbenches, assertions, coverage and debug without weakening sign-off.

Advanced

Why this skill matters

AI can speed up UVM boilerplate and failure triage, but coverage closure and sign-off stay an engineer’s responsibility.

What to learn

  • Generate UVM components and assertions from a spec
  • Use AI to triage regressions and waveforms
  • Keep coverage and sign-off criteria independent of the AI

Before you begin

SystemVerilog and basic UVM

PUT IT INTO PRACTICE

Build a work sample

Take a small open-source block, have AI draft its testbench and assertions, then measure the coverage and bugs it actually finds.

Evidence of progress

A verification plan with coverage results and a note on what the AI missed.

This exercise is an original ToolGrail suggestion. Use public, synthetic, or approved data.

LEARNING RESOURCE

UVM: Universal Verification Methodology

Verification Academy (Siemens) · Resource checked 2026-11-12

Open learning resource ↗

This may be documentation, a framework, or a training path. Product access, accounts, or paid licenses may be needed for hands-on exercises.

Tools you could practice with

Matched by related tasks. Use a tool you already have access to; these are examples, not course requirements.

ToolContact sales
Cadence.AIChip design (EDA)

Cadence AI portfolio for agentic workflows, AI-driven IC and SoC design, AI verification, PCB design and multiphysics analysis.

Semiconductor and electronics design teams.
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ToolContact sales
ChipAgentsChip design (EDA)

Agentic AI for semiconductor RTL design and design verification.

RTL design and design verification engineers.
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CognichipChip design (EDA)

Artificial Chip Intelligence (ACI): an AI model and enterprise platform for designing chips.

Chip design teams.
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Skill descriptions, exercises, and priorities are editorial. They are not professional qualifications or guarantees of employment. Read our skills methodology →