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Course contents

  • Getting Started with AI for VLSI Engineers5
  • Just Enough AI: Models and Context15
  • Prompting13
  • Trust and Verification14
  • Using AI for Engineering Work17
  • Engineering Walkthroughs7
  • Practical Foundations for AI Workflows4
  • Engineering Data5
  • Retrieval-Augmented Generation6
  • Agents and Tool Use18
  • Agent Design8
  • MCP and Skills6
  • Multi-Agent Design6
  • Practical Capstone6
  • Tokens, Cost and Latency12
  • Agentic Workflows for Chip Teams18
    • Regression Triage Agent
    • Lint-and-Fix Loops
    • Guardrails and Human in the Loop
    • Evaluating and Operating Agents
  • Interview and Judgment10
  • AI Skills: Full Course Index
  • Working with AI Glossary
  • Working with AI Cheatsheet
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‹AI Skills for VLSI Engineers
  1. Topics
  2. AI Skills for VLSI Engineers
  3. Agentic Workflows for Chip Teams

Reference: Agentic Workflows for Chip Teams · Beginner to Intermediate

Agentic Workflows for Chip Teams

Agents that triage regressions, run fix loops, respect guardrails, and report cost and quality.

  • 4topics
  • 18lessons

Chip teams wrap agents around existing checks such as regressions and lint. Each loop pairs a narrow task with evidence, limits, and a clear stop rule.

Learning path through the agentic chip workflow topics.
Suggested order. Triage first, then fix loops, then guardrails, then operation.

The four topics

Topic

Lessons

Description

Time

Regression Triage Agent

5

An agent that clusters nightly regression failures and ranks suspect commits with evidence.

40 min

Lint-and-Fix Loops

4

Run lint, propose a patch in a scratch copy, rerun checks, and stop on no improvement.

30 min

Guardrails and Human in the Loop

5

Permission tiers, sandboxes, approvals, limits, logs, secrets, and injection limits for agents.

40 min

Evaluating and Operating Agents

4

How to measure a chip-team agent, track its cost, regress it, and decide when to stop it.

30 min

Tip

Keep agents read-only by default and require approval before any write, so every change stays reviewable.

Check yourself When does a lint-and-fix loop stop?

When the rerun of checks after a proposed patch shows no improvement. The Lint-and-Fix Loops topic covers acceptance rules and failure modes.

Interview

Typical screening questions from this part: clustering failures by signature, ranking suspects with evidence, read-only guardrails and approval gates, and regression suites with shutoff rules.

Related topics

  • Up: Working with AI course hub

  • Previous reference: Tokens, Cost and Latency

  • Next: Interview and Judgment

  • See also: LLM Basics

  • See also: Tokens and Cost

  • See also: Prompting

  • See also: AI for Engineering

  • See also: Trust and Verification

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See also

  • Getting Started with AI for VLSI Engineers
  • Just Enough AI: Models and Context
  • Prompting