OUTCOME-DRIVEN INFRASTRUCTURE FOR AI AGENTS

Agents decide what should happen.Converge makes reality match it.

An AI agent can reason correctly and still leave external systems inconsistent. Converge persists the desired outcome, observes authoritative state, and deterministically repairs only the remaining safe drift.

Gemini
reasoning
Stripe
test-mode side effects
Supabase
durable state
Converge
deterministic repair
DURABLE OUTCOME
Resolve duplicate charge; preserve subscriptions
DRIFT
REQUIREMENTDESIREDOBSERVED
Stripe refund$50 refunded$50 refunded
Personal subscriptionactiveactive
Family subscriptionactiveactive
Support ticketresolvedopen
NEXT SAFE ACTION
Repair ticket state only

The refund is already true in Stripe, so it is observed—not repeated.

01 / THE FAILURE

The model can be right and the system can still end up wrong.

A refund succeeds in Stripe. The process stops before the support case updates. Retrying the whole agent risks repeating a financial side effect.

STRIPE
$50 refund succeeded
Authoritative financial state changed.
CRASH
SUPABASE
Ticket remains open
Local workflow state never caught up.
INTENT PERSISTEDREALITY DIVERGEDRECONCILE
02 / THE MODEL

Reasoning chooses intent. Deterministic systems own execution truth.

01

Persist first

The desired outcome is durable before any external mutation begins.

02

Observe reality

Recovery starts by re-reading Stripe and Supabase, not replaying a trace.

03

Repair the gap

Only unsatisfied requirements are eligible for mutation.

04

Stop when true

A later worker sees the satisfied outcome and performs zero new mutations.

03 / ARCHITECTURE

The model is not the transaction coordinator.

Gemini gets read-only tools and declares the desired business outcome. Converge owns the durable state machine, ownership checks, observation, idempotency, and repair.

PROBABILISTIC

Agent reasoning

Interpret request, inspect facts, choose the desired target state.

DURABLE

Outcome contract

Persist requirements before mutation so another worker can continue safely.

DETERMINISTIC

Reconciler

Observe authoritative systems and repair only unsatisfied safe drift.

STRIPE
External financial truth.
SUPABASE
Durable application truth + realtime evidence.
CORRECTNESS BOUNDARY

Converge verifies the declared outcome. It does not replace business judgment.

The agent selects the semantic target. Converge verifies resource ownership and safely reconciles that declared target against authoritative state. Those are different guarantees, and the demo keeps them separate.

Break it on purpose.

The demo issues a real Stripe test-mode refund, intentionally stops mid-flight, then proves that Converge can recover without duplicating the side effect.

Run demo