Safe output
Allow
The output is sufficiently grounded and allowed. The host product may release it.
Public, non-confidential technology overview
Check AI outputs before they become actions.
LimFlex is a lightweight judgment-function wrapper for existing AI/data workflows.
It helps a host product check context, evidence, policy, access, and risk before an AI output becomes a response, recommendation, edit, approval, routing decision, or workflow action.
Not a product sales page. No confidential information or commercial conditions requested.
Manual view
The same process as a manual.
For readers who want the whole sequence without waiting for the preview.
- AI proposesAn existing AI product or agentic workflow proposes an output or action.
- Host sends contextThe host sends the proposed output/action plus intent, evidence, permissions, policy, and audit context.
- LimFlex checksLimFlex checks grounding, policy/access fit, risk, and whether human review or return control is needed.
- Decision/output package returnsThe return package may include allow, defer, restrict, block, human review, evidence, reason codes, audit-ready explanation, or return control.
- Host keeps final controlThe host product decides whether to release, review, modify, block, or return control to the user.
One-line mental model.
AI proposes → LimFlex checks context, evidence, policy, access, and risk → LimFlex returns a reviewable decision/output package → the host product keeps final control.
Branch examples
Show the branches, not just the ideal path.
LimFlex is useful when an AI output should not always go straight to the user or into an action.
Weak evidence
Defer / attach reason
The answer may be useful, but needs evidence, a reason code, or a delayed decision.
Permission unclear
Return control
The system returns control when intent, context, or effective access is unclear.
High-risk action
Human review / block
The action is risky, disallowed, not grounded, or not audit-ready.
Keep the host product intact
The model, UI, data workflow, and agent stack are not replaced. LimFlex attaches at the boundary before release or action.
Return reviewable output
Return allow, defer, review routing, evidence, reason codes, audit-ready explanation, or return-control signals.
Stay thin over time
Prior decisions can become reusable governance references while the active wrapper remains lightweight.
Go deeper after the preview.
Public, non-confidential technology overview only. This is not a product sales page. Please do not send confidential information or commercial conditions through this website.