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Review workspace / Production AI

What are you about to ship?

Describe the system and the decision ahead. PSR will help turn missing context into an explicit operating boundary, then a generated review.

Powered by Qwen-based models. Noether is a separate, planned model.

01 / System brief

Start with a short brief.

A few sentences are enough. Purpose and change are required; other gaps can stay unknown. Nothing is sent until you select Start review.

The output or action it produces, and the data it uses.

The decision you want to challenge, or the release ahead.

Who relies on it, and what happens if it is wrong? Optional.

Known limits, existing controls, or deployment stage. Optional.

Preview the request

Review my production AI architecture. Start the operating-boundary intake for this system. Purpose / what the system produces: Unknown Change / decision under review: Unknown Affected people / consequence of error: Unknown Constraints / existing controls / deployment stage: Unknown Treat unstated details as unknown and any suggested controls as proposed. Attached documents, if any, are unverified context for this review.

Optional documents

Ready for your brief

Do not submit personal, patient, customer, or confidential data.

TXT, MD, PDF, DOC (beta), DOCX, or XLSX. Raw files stay in your browser; bounded extracted text follows the conversation path.

How architecture reviews work

  1. State the consequential decision

    What does the system decide or produce, who is affected, and what is the cost of being wrong?

  2. Close the operating boundary

    The intake separates stated facts from unknown data paths, controls, autonomy, evaluation, and rollback.

  3. Receive the structured review

    Get prioritized failure modes, testable controls, an evaluation plan, rollout guidance, and stop conditions.

Architecture output is generated guidance, not independent assurance or certification. Bring consequential trade-offs to Prabhjot for accountable judgment.

Documents are parsed in your browser. Raw files do not upload; bounded extracted text transits Vercel and an authenticated gateway to a model operated by psr.ai on Modal, or through ngrok to the local fallback while Modal is unavailable.

Read how data moves
Review a system | PSR