CODEBENCH / RESEARCH PREVIEW

Code is only
part of the answer.

A planned benchmark for coding agents and the realities of production software: context, constraints, and the judgment behind a change.

In development · Not yet launched

PROPOSED TASK DESIGN

The work around
the code.

Illustrative directions for benchmark tasks. The examples describe planned scope; they are not released tasks or measured results.

Reliable behavior beyond the happy path.

ILLUSTRATIVE TASK

Review a change to session validation, including missing, revoked, and expired sessions.

Interfaces that hold up in use.

ILLUSTRATIVE TASK

Assess a form change across keyboard navigation, validation states, and narrow screens.

Changes that respect the environment.

ILLUSTRATIVE TASK

Examine a proposed deployment configuration and the assumptions behind its rollout.

Review focus: Configuration quality, operational risk, and recovery planning.

Reasoning about how a system can fail.

ILLUSTRATIVE TASK

Review an authorization change for access boundaries and unintended exposure.

Review focus: Threat awareness, permission checks, and the quality of the explanation.

BEFORE PUBLIC LAUNCH

01
Authorized source material
Initial tasks will use Boundev-owned or explicitly licensed repositories. Client material requires written authorization.
02
Secure execution infrastructure
Public launch follows the planned secure execution capability for production-like tasks.
03
Methodology review
The benchmark design and evaluation method must be reviewed before public launch. No leaderboard results have been published.

FROM RESEARCH TO PRACTICE

Build an evaluation program around the questions that matter to your team.