How to Reduce AI-Generated Code Failures with Governor Limit Testing
Salesforce, Thursday, November 5th, 2026
Salesforce explains how governor limit testing in CI pipelines can catch inefficient AI-generated Apex code before it breaks production transactions.
AI agents can produce code that is functionally correct and passes unit tests yet still drains Salesforce's shared per-transaction governor limits, because each feature is written in isolation without accounting for other automation on the same event.
Small test datasets rarely hit limits, and agents can compress months of cumulative resource creep into a single afternoon of merged pull requests.
Salesforce recommends treating governor limits as shared architectural contracts, with agents instructed to generate bulk tests inserting 200 records and asserting consumption against thresholds using before and after limit snapshots.
Thresholds vary by execution context and should be enforced as automated pipeline guardrails that block code from merging.