- Who it helps
- Agent developers and researchers evaluating interactive coding systems.
- Availability
- The October 15 paper, repository and public dataset rows are available. Repository wording conflicts about dataset release; the linked dataset displays tasks, but a complete execution package and its licence were not verified.
Compare the same task in two settings
EXEC gives the full specification upfront. COLLAB supplies information through a scripted user during the task. The comparison helps separate finishing a specified job from responding appropriately as requirements change.
RealCLI: compare full instructions with mid-task corrections ↗
Inspect a task before using a score
The dataset exposes instructions and expected artifacts for tasks such as dashboards and command approvals. Public rows establish inspectable task material. They do not establish that a clean checkout contains everything needed to reproduce the benchmark.
RealCLI: compare full instructions with mid-task corrections ↗RealCLI paper listing ↗RealCLI repository release notes ↗RealCLI public task rows ↗
What you can do
- Compare one task’s upfront specification with its collaboration events and check which artifacts and runner components are actually available. Open reference ↗
Where the evidence stops
No benchmark was run. The scripted-user setting and reported model results need independent replication; aggregate scores are not a guarantee about your agent.
Sources read. Sources checked October 29, 2026. No installation, model inference or end-to-end workflow was executed.
Sources & further reading
Paper · paper
RealCLI: compare full instructions with mid-task corrections ↗
Establishes the subject, discovery context or stated verification limit.
arxiv.org · page checked 2026-10-29
GitHub · implementation
RealCLI repository release notes ↗
Establishes the subject, discovery context or stated verification limit.
RealCLI Team · page checked 2026-10-29
Hugging Face · implementation
RealCLI public task rows ↗
Establishes the subject, discovery context or stated verification limit.
RealCLI Team · page checked 2026-10-29
Hugging Face · paper
RealCLI paper listing ↗
Establishes the subject, discovery context or stated verification limit.
RealCLI authors · page checked 2026-10-29
Coverage note: No qualifying current independent attention sample; original X posts unavailable. Reported outcomes were not independently reproduced.
The record over time (1)
Dated source checks and published explanations. An observation date can differ from the original release date.
- · Added to Current
RealCLI tests whether a coding agent can collaborate when a user supplies information, corrections and permissions while work is underway.