Anchor the goal
State the outcome that should survive pressure, persuasion, and changing tone.
KEEP THE GOAL · TEST THE JUDGMENT · EXPLAIN THE CHANGE
AI that doesn’t just agree.
CandorLoop separates what a user wants to hear from what the supplied evidence supports—without becoming cold, obstructive, or controlling.
GPT-5.6 Responses APIStructured OutputsCodex-builtHuman judgment stays in the loop
Public submission demo: this page uses a clearly labeled deterministic preview. The repository contains the complete server-side GPT-5.6 integration used by the full application.
INTERACTIVE DEMO
Preserve the goal. Inspect the pressure.
Choose a scenario, run an independent read, then test the two follow-up modes.
Decision input
Main goal Latest request or conversation ModeA decision needs more than a yes.CandorLoop holds the goal steady, identifies pressure for agreement, and makes the judgment visible.
STRUCTURED READ
Independent read
Deterministic preview
Goal fidelity
Agreement pressure
Confidence
User intent
Independent assessment
Helpful response
Observable evidence
What would change the judgment
THE CANDOR LOOP
Support without surrendering judgment.
Separate intent
See what the user wants to hear beside what the supplied evidence supports.
Make change legible
When the judgment changes, show the evidence that earned the change.