SABRIX.AI
Execution Control Plane

Execution control for enterprise AI

Give agents production access.
Keep control.

Enforce limits on supported production actions, require approval for exceptions, and reconcile uncertain outcomes before retrying.

Runs in your infrastructure. Start with a scoped Stripe refund workflow.

See how it works →
Execution Control Plane
Customer-Operated Enforcement

Checks supported production actions against policy, binds approvals to exact parameters, and preserves state for reconciliation.

TARGET: Stripe Refunds (POST /v1/refunds)
POLICY: Max auto-execute: $500.00
BOUND: Approval digest binds to exact operation

Execution Lifecycle

From requested action to recorded outcome.

Reference workflow: Stripe refunds. Permitted actions proceed within policy, exceptions require approval, and uncertain outcomes receive explicit handling.

01 // REQUEST

Requested action: $2,450 refund

Exceeds the $500 automatic limit; requires authorization.

Operation: POST /v1/refunds
Amount: $2,450.00
Policy limit: $500.00 auto-execute
02 // APPROVAL

Decision: approval required

Approval binds cryptographically to the exact operation digest.

Decision: Approval required
Digest: SHA-256 parameter hash
Status: Authorized by supervisor
03 // DISPATCH

Controlled execution boundary

Dispatches to destination with controlled credentials.

Destination: api.stripe.com
Credentials: Injected at boundary
Tracking: Unique execution record
04 // RECONCILE

Timeout: result unresolved

Preserves uncertainty so recovery avoids a blind duplicate charge.

Outcome: Request timed out (unresolved)
State: AmbiguousInFlight
Action: Verify destination before retry

Illustrative workflow — When downstream outcomes are uncertain, Sabrix holds the operation for destination-specific status checks or operator investigation before deciding whether another attempt is safe.

Customer Value

Control what runs. Know what happened.

Ship agents that can take action in production—with enforced limits, exact approvals, and clear handling of failed or uncertain operations.

01 // LIMITS

Automate within limits.

Let permitted actions proceed while routing exceptions for approval.

02 // APPROVALS

Execute what was approved.

Bind authorization to the specific operation so changed parameters require a new decision.

03 // UNCERTAIN OUTCOMES

Investigate uncertain outcomes.

Retain execution state and use destination evidence to determine the next safe step.

Deployment Qualification

How we qualify a production deployment.

We evaluate candidate agent workflows across six concrete verification categories before connecting to live business APIs:

01 // CLIENT ROUTING
Explicit Tool Routing
Tool client explicitly configured to route action traffic to Sabrix with bypass prevention.
02 // OPERATION EXTRACTION
Parameter Parsing
Extracts action, target endpoint, account, and parameters from JSON-RPC or REST calls.
03 // POLICY GATE
Deterministic Limits
Evaluates auto-execute thresholds, budget windows, and approval escalation tiers.
04 // DIGEST BINDING
Canonical Wire Digest
Approvals bind cryptographically to SHA-256 parameter digests. Altered payloads void decisions.
05 // STATE DURABILITY
Atomic State Persistence
Execution state is persisted through atomic record replacement with file and directory synchronization.
06 // RECONCILIATION
Destination Evidence
Timeouts held as AmbiguousInFlight. Destination status queries or operator investigation verify reality.

Next Step

Evaluate a scoped workflow.

Evaluate Sabrix on one consequential production workflow, such as automated Stripe refunds. See how limits, approvals, and recovery behave on your systems.