Coding assistants

From the first idea to the final review.
Built on your terms.

Bring generation, explanation, and review into the tools developers already use. Choose a model for each task, then evaluate changes against the same repository and test suite.

Repository Q&ATest generationPull request review
AN ARCHITECTURE TO BUILD ON

A deliberate workflow.

01

Assemble useful context

Retrieve the relevant files, symbols, and conventions. Exclude secrets and unrelated files before building the prompt.

02

Generate a bounded change

Request a patch with explicit constraints. Separate implementation from review so the second pass can check assumptions.

03

Verify before applying

Run tests, lint, and a human review for consequential changes. Treat model output as a proposal until it has passed validation.

BUILD YOUR SHORTLIST

Start with the right strengths.

Compare these families

A starting shortlist for evaluation, not a benchmark ranking. Choose specific versions against your own workload.

YOUR NEXT CHAPTER

Build without boundaries.

Find your model. Connect your stack. Make something that matters.

Start building