Community around the Summito project

Build with AI. Examine the evidence with Summito.

Summito is building independent assurance for AI-assisted software development. This is the public community around that work: a place to share evidence, discuss where AI coding agents fall short, and follow the project as it develops.

The Summito project

Independent assurance for AI-assisted software development

AI coding agents can help people build faster. They can also leave requirements incomplete, overlook project rules, introduce security risks, or produce tests that pass without proving the intended behavior.

Summito is under development to help developers examine that work with clearer evidence, visible limits, and independent judgment. The project is exploring Arbiter: a read-only assurance system intended to assess requirements, plans, code, tests, and release readiness produced with AI coding agents.

Evidence before confidence

A useful conclusion should show what supports it, what was checked, and what remains outside its coverage.

A judge, not another code-writing agent

Arbiter is intended to assess work independently. It will not write, modify, commit, merge, or deploy customer code.

Clear limits, not guarantees

Summito will not claim that software is bug-free, perfectly secure, or legally compliant. Planned capabilities and current limitations will be stated openly.

Follow the project in the open

This website is the community around Summito. Read the project documentation, share practical evidence from AI-assisted engineering, and follow the project’s current direction.

See Summito in context

A short introduction to the thinking behind Summito.

Latest from the community

Every discussion here was reviewed before publication. Reading needs no account.

Share an AI field report

Recent discussions

All discussions

No published discussions yet.

The first field report could be yours: something an AI assistant got wrong, and how you caught it.

On the roadmap

Full roadmap
  1. A welcoming public community

    In progress
  2. Clear community feedback and moderation

    Planned
  3. Useful community knowledge

    Planned
  4. Public beta target

    Planned

Roadmap items show current thinking, not a promise of future capabilities.

Know how much weight a contribution carries

Popular is not the same as verified. Summito keeps these levels of evidence visibly separate.

  1. Community signal

    Votes and useful-answer marks show what people found helpful. They do not verify that it is correct.

    basis: votes

  2. Published proposal

    A named moderator allowed it to be public. It is still a proposal open to discussion.

    basis: moderation

  3. Validated knowledge

    Reviewed through a separate engineering validation step, independent of its popularity.

    basis: engineering review

Follow along, on your terms

The waiting list is optional. You do not need it to read or take part in the community. Community submissions are reviewed before publication. Summito is being built in public; current discussions and roadmap items are not guarantees of future product capabilities.

Join the waiting list