All Features

Auto-Fix Defects — AI That Fixes Bugs Straight from Your Workboard. Log the Defect. The AI Fixes the Code.

Log a defect in WalnutAI's workboard and the AI agent reads the failure context, finds the broken code, implements the fix, and raises a PR — no copy-pasting into your editor required.

Trusted by engineering teams closing defects faster than they open

4–8 hrs

Average time a developer spends context-switching to understand, reproduce, and fix a defect logged by QA

0

Lines manually explained to the AI — the workboard already has every detail it needs

1 click

To assign a logged defect to the Cloud Agent and get a fix PR back

Stop re-explaining defects to your code editor that QA already documented

The traditional defect workflow is a relay race with unnecessary handoffs: QA logs a defect with steps, screenshots, expected vs actual results, and a linked test case — then a developer reads it, switches to their editor, opens an AI assistant, and re-explains the entire thing from scratch. WalnutAI eliminates the relay. The workboard defect already contains everything the AI needs. Assign it to the Cloud Agent and get a fix PR — no copy-paste, no re-explanation, no context loss.

01

The workboard is already the brief — the agent reads it directly

Every defect logged in WalnutAI’s workboard carries the full context the agent needs: the failing test case, step-by-step reproduction steps, expected vs actual results, screenshots of the failure, and the linked user story. The agent reads all of it automatically — nothing needs to be re-entered or re-explained in a separate tool.

The workboard is already the brief — the agent reads it directly
02

Finds the broken code without being told where to look

The agent cross-references the defect’s linked story and test case against the indexed codebase to identify which files, functions, and logic paths are responsible for the failure. Developers don’t need to point it at the right file — the agent navigates to the source of the issue on its own.

Finds the broken code without being told where to look
03

Implements the fix and raises a PR in the same workflow

Once the agent has understood the defect and located the root cause, it implements the fix, creates a dedicated branch, and opens a pull request with a description that references the original defect, the failing test case, and what was changed. The fix is reviewable and traceable before anything is merged.

Implements the fix and raises a PR in the same workflow
04

Closes the loop between test execution and code delivery

When a defect is fixed and the PR is merged, the linked test case and workboard item are updated automatically. QA sees the fix status without chasing the developer for an update — the defect-to-fix lifecycle is fully tracked inside WalnutAI from log to close.

Closes the loop between test execution and code delivery

Ready to ship with confidence?

See how WalnutAI connects requirements, code, testing, and deployment into one intelligent workflow.

Frequently Asked Questions

AI defect auto fix is an automated workflow where an AI agent reads a logged defect, understands the failure context, locates the broken code, implements a fix, and raises a pull request — without developer intervention. WalnutAI does this directly from the workboard, using the defect’s existing test case, steps, and screenshots as context.