01 · Observe
RECURRING FAILURE
Support cases routed badly
Agent detects a pattern
For agent & autonomy teams
Useful autonomy.
Controlled progression.
A control boundary between agent outcomes, delegated authority, experience, and live update activation.
AgentDelegationExperienceUpdateVersionRollback
Best fit
AI AgentsMulti-AgentTool UseDelegated AuthorityExperience MemoryUpdate CandidatesProduction Autonomy
Start withONE AGENT PATHOne action · delegation · or update candidate
2-minute review · concrete example
Agent proposes a new routing rule
Not a theory page. Watch one outcome become—or not become—a live update.
02 · Agent
NEW RULE
Auto-route similar cases
Update candidate proposed
03 · Evidence
WORKED BEFORE
Success ≠ permission
Positive outcome evidence exists
04 · LimFlex
HOLD
Applicability? Authority? Rollback?
DO NOT ACTIVATE YET
05 · Validate
N+1
Validated Update Candidate
Conditions · scope · expiry · rollback
06 · Host
ACTIVATE
Versioned · bounded
Host governance layer activates
07 · Runtime
MONITOR
Expire · invalidate · rollback
OUTCOME ≠ LIVE RULE
1 / 7
Why LimFlex
Outcome
→
Update Candidate
Experience
→
Conditional Experience
Delegation
→
Bounded Authority
Update
→
Versioned Activation
How it plugs in
Agent Runtime
↓
Action / Update Candidate
↓
LimFlex Control API
↓
Host Orchestrator / Governance
↓
Outcome → Governed Update Candidate
Integration image
const result = await limflex.evaluateUpdate({
candidate,
outcomeEvidence,
delegatedAuthority,
applicability,
rollback
});
if (result.state === "ACTIVATE") {
await host.activate(result.version);
}Example response
{
"state": "HOLD",
"missing": ["rollback_condition"],
"candidate_version": "N+1",
"next": "validate"
}PositionControl planeAbove agent progression
BoundaryBefore live activationAction · delegation · update
Commercial entryOne agent pathAction, delegation, or update sequence
Details · closed by default
Open only what you need.
What “conditional experience” means here
- Past outcomes may inform later control
- Applicability conditions remain explicit
- Non-applicability and expiry may remain explicit
- Experience does not automatically become a universal rule
What a first evaluation needs
- One agent action, delegation, or update path
- Current authority owner
- Available non-confidential outcome evidence
- Activation condition
- Rollback, expiry, or Human Gate condition
What this public page does not claim
- Unrestricted recursive self-improvement
- Automatic self-modification of model weights
- Replacement of the agent runtime or orchestrator
- Production validation unless specifically documented
Useful contact vocabulary
“Can this sit between agent outcome and update activation?”
update candidatedelegated authorityconditional experienceversion activationrollback