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Atlassian · Task agent

Rovo Dev (RovoDev)

Rovo Dev is Atlassian's coding agent, available internally on all Jira sites. It works from a Jira work item to a pull request, and the developer reviews the plan and the code at each step. It became generally available in October 2025.

1 Supports2 Supports3 Supports

Approach type
Task agent
Work
Coding, Code review
Human involvement
Human in loop
Invocation
Interactive
Interfaces
Jira
Deployment stage
Scaled
Evidence strength
Detailed primary
Entry reviewed

Where people stay involved

  • Jira issue → reviewed pull requestWork product review · Level 3

Level 3 for Jira issue → reviewed pull request; human attention boundary: work-product-review.

1

Observation date
2024-11

Implementation details

Harness

Built on the HULA framework, which runs set context, generate plan, generate code, and raise PR

1

Interfaces

jira

1

Reported results and limitations

The catalog records what the sources report, with the scope and the denominator of every figure. A qualification below limits the figure it sits under.

Reported metrics

Headline claim

Dogfooded across 1,900+ repositories with a 50,000+ comment internal dataset

2

The source does not report the denominator of this figure.

Reported by
Atlassian
Scope
Internal code-review dogfooding repositories and Rovo Dev-generated classifier training comments
Observation date
2026
Key observation

Dogfooded across 1,900+ repositories over more than a year

2

The source does not report the denominator of this figure.

Reported by
Atlassian
Scope
Internal code-review evaluation across 1,900+ repositories spanning over a year
Method
Year-long online evaluation across internal repositories
Key observation

Trained on a proprietary internal dogfooding dataset of 50,000+ Rovo Dev comments

2

The source does not report the denominator of this figure.

Reported by
Atlassian
Scope
ModernBERT classifier training dataset of internally sourced Rovo Dev-generated comments
Method
Internal dogfooding comments labeled by whether they led to a code resolution

Sources and research details

Citations link to the original publisher. Each source also keeps a preserved copy in the repository, so a changed or removed page stays checkable.

  1. Improving the coding agent experiencehttps://www.atlassian.com/blog/atlassian-engineering/improving-coding-agent-experienceEngineering blog · First party · Last source verification: 2026-08-31
  2. Developer productivity improved with Rovo Devhttps://www.atlassian.com/blog/atlassian-engineering/developer-productivity-improved-with-rovo-devEngineering blog · First party · Last source verification: 2026-08-31
  3. HULA: Human-in-the-loop software development agents (arXiv 2411.12924)https://arxiv.org/abs/2411.12924Paper · First party · Last source verification: 2026-08-31
Research details for every claim on this page
  1. Summary
    Statement type
    Fact
    Provenance
    Reported
    Confidence
    High
    Confidence reason
    A linked first-party source states the claim.
  2. Headline claim
    Statement type
    Metric
    Provenance
    Reported
    Confidence
    Medium
    Confidence reason
    Atlassian reported the dogfooding scale in its own engineering blog without independent verification.
    Reported by
    Atlassian
    Scope
    Internal code-review dogfooding repositories and Rovo Dev-generated classifier training comments
    Denominator
    Not reported
    Method
    Not reported
    Observation date
    2026
  3. Harness
    Statement type
    Fact
    Provenance
    Reported
    Confidence
    High
    Confidence reason
    A linked first-party source states the claim.
  4. Interfaces
    Statement type
    Fact
    Provenance
    Reported
    Confidence
    High
    Confidence reason
    A linked first-party source states the claim.
  5. Key observation
    Statement type
    Metric
    Provenance
    Reported
    Confidence
    Medium
    Confidence reason
    Atlassian reported the dogfooding scale in its own engineering blog.
    Reported by
    Atlassian
    Scope
    Internal code-review evaluation across 1,900+ repositories spanning over a year
    Denominator
    Not reported
    Method
    Year-long online evaluation across internal repositories
    Observation date
    Not reported
  6. Key observation
    Statement type
    Metric
    Provenance
    Reported
    Confidence
    Medium
    Confidence reason
    Atlassian reported the dataset size in its own engineering blog.
    Reported by
    Atlassian
    Scope
    ModernBERT classifier training dataset of internally sourced Rovo Dev-generated comments
    Denominator
    Not reported
    Method
    Internal dogfooding comments labeled by whether they led to a code resolution
    Observation date
    Not reported
  7. Operating model assessment
    Statement type
    Inference
    Provenance
    Catalog judgment
    Confidence
    Medium
    Confidence reason
    The HULA framework and engineering blog describe a human-in-the-loop cycle that ends in a reviewed pull request.
    Observation date
    2024-11

The catalog records no related implementation for this entry yet.