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Coding assistants add whole-repository context

Assistants can now see more of your project at once. Results improve, but review still matters.

Humanopia Editorial Team · Sep 8, 2026 · 2 min read

The U.S. Capitol at dusk

The timing is not an accident. Competitors have shipped similar updates in recent months, and every lab wants to be the default choice when a company signs a yearly contract.

The practical advice is the same as always: try it on a low-stakes task first, check the output against a source you trust, and keep a human in charge of anything that matters.

What happened

Independent researchers were quick to test the claims. Early results broadly match what the company said, with the usual caveat: benchmarks measure narrow skills, and real work is messier than a test set.

  • Admin controls for business accounts
  • Rolling out region by region
  • Independent tests are still limited
  • API access at a separate price

The bigger picture

We will update this story as more independent testing is published. If you have used the feature and want to share what you found, write to the editorial team.

We are seeing steady progress, not a leap. That is still useful for the people who rely on these tools every day.

An independent researcher

The announcement came with a short blog post, a technical document and a handful of demos. As usual, the demos show the best case. We read the documentation to see what the product does on an ordinary day.

Illustration for this sample story.

What to watch next

Prices did not change, but limits did. Heavy users may hit the new caps sooner, especially when they upload large files or run long tasks in the background.

Privacy groups asked how the new data will be stored and for how long. The company says customer data is not used for training by default on business plans. Consumer plans have a setting that you should check.

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