LimFlexBoundary-first control
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For AI product & workflow teams

AI can propose.
Your product decides when it may act.

A boundary-first wrapper before money, access, records, approvals, or external release.

ProposalEvidenceAuthorityHOLDHost Control
See the 2-minute reviewAsk about one workflow
Best fit
LLM ProductsRAGCopilotsAI AgentsMoneyAccessRecordsApprovalRelease
Start withONE WORKFLOWOne material action · one authority owner
2-minute review · concrete example

$4,800 refund

Swipe, click, or let it move. The words are the explanation.

01 · Request
$4,800 REFUND
“Charged twice.”
Customer request
02 · AI
PROPOSE
Duplicate charge found
AI recommends refund
03 · Boundary
EVIDENCE ✓
AUTHORITY ?
Exception approval not confirmed
04 · LimFlex
HOLD
Missing: exception approval
DO NOT EXECUTE YET
05 · Evidence returns
APPROVED
Same case · new evidence
Authorized reviewer linked
06 · Re-evaluate
PROCEED
Evidence + authority aligned
Decision artifact updated
07 · Host
EXECUTES
Or withholds · routes · records
HOST KEEPS AUTHORITY
1 / 7
Why LimFlex
Output
→
Decision Artifact
Permission
→
Current Authority
Yes / No
→
PROCEED · HOLD · TEST
AI Executes
→
Host Control
How it plugs in
Existing AI / Agent
↓
Proposed Action
↓
LimFlex API
↓
PROCEED / HOLD / TEST
↓
Existing Host
Integration image
const decision = await limflex.evaluate({
  action,
  context,
  evidence,
  authority
});

if (decision.state === "PROCEED") {
  await host.execute(decision.artifact);
}

Example response
{
  "state": "HOLD",
  "missing": ["exception_approval"],
  "next": "human_review",
  "candidate_id": "RF-2048"
}
PositionWrapperExisting stack stays intact
BoundaryBefore material actionEvidence · authority · policy fit
Commercial entryOne workflowHistorical or test cases are enough to start
Details · closed by default

Open only what you need.

Decision states
  • PROCEED
  • HOLD
  • TEST / limited route
  • Human review / escalation
  • STOP when the boundary requires it
What a first evaluation needs
  • One workflow
  • One proposed material action
  • Current review or stopping point
  • Available non-confidential evidence
  • Execution authority owner
What this public page does not claim
  • Production performance
  • Replacement of the model or host product
  • Automatic transfer of execution authority
  • Granted patent coverage unless specifically documented
Useful contact vocabulary

“Would this workflow HOLD or PROCEED?”

material actionmissing evidencecurrent authorityHOLDhost execution
Ask about one workflowContact page