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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
      • Anatomy of the Loop
      • Acceptance Rules and the Test Suite
      • Limits and Failure Modes
      • A Loop Simulator with a Fake Fixer
    • 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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‹Lint-and-Fix Loops
  1. Topics
  2. AI Skills for VLSI Engineers
  3. Agentic Workflows for Chip Teams
  4. Lint-and-Fix Loops
  5. Acceptance Rules and the Test Suite

Reference: Agentic Workflows for Chip Teams · Beginner to Intermediate

Acceptance Rules and the Test Suite

Accept a patch only when lint hits fall and the test suite stays green.

On this page

    The acceptance rule

    A patch is kept only when lint hits strictly decrease and the suite stays green. Either condition alone is not enough.

    Rerun result

    Decision

    Why

    Fewer hits, suite green

    Keep

    Both conditions hold.

    Fewer hits, suite red

    Drop

    The fix broke behavior.

    Same hits, suite green

    Drop

    No decrease means no gain.

    Zero hits, suite green

    Keep and stop

    The goal state is reached.

    plaintext
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    round 0: 5 lint hits, suite red -> propose a patch
    round 1: 2 lint hits, suite green -> keep (2 < 5 and green)
    round 2: 2 lint hits, suite green -> drop (2 < 2 is false)
    round 3: 0 lint hits, suite green -> keep (0 < 2 and green)
    kept 2 of 3 proposed patches; 1 left the tree unchanged

    Why the suite is the safety net

    Lint checks style and structure, not behavior. Only the test suite observes what the design does.

    A patch that silences a check can still break a test. The suite catches that trade, which is why the rule needs both signals.

    Patch hygiene

    Small disciplines keep the loop honest. They cost little and prevent the worst failures.

    • Apply every patch in a scratch copy; the real checkout changes only on a kept patch.

    • Give the loop least-privilege file access so it cannot reach outside its directory.

    • Keep credentials and secrets out of prompts; share proprietary material only through an account and deployment approved for its data class and task.

    • Require human approval before a kept patch leaves the scratch copy.

    Common mistakes

    Common pitfall

    Accepting on lint hits alone keeps behavior-breaking patches. A green suite is half of the rule, not an optional extra.

    Interview

    Likely probes: state the acceptance rule, and explain why each half matters.

    • Keep a patch only when hits strictly decrease and the suite is green.

    • Lint cannot see behavior, so the suite guards against breakage.

    • A dropped patch leaves the baseline untouched for the next round.

    Check yourself The rerun shows 2 hits after 5 with a green suite. Keep or drop?

    Keep. Hits strictly decreased and the suite is green, so both halves of the rule hold.

    Check yourself The rerun shows 0 hits with a red suite. Keep or drop?

    Drop. Zero hits mean nothing while a test fails; the patch broke behavior.

    Related topics

    • Limits and failure modes

    • Testbench architecture

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    See also

    • A Loop Simulator with a Fake Fixer