Vorflux 2.0

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Triages alerts and pages the right owner.

Posts a summary and next steps in the incident channel.

Security Engineer

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Reviews every PR for vulnerabilities and leaked secrets.

Flags risky changes before they get merged.

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Investigates failing CI builds and finds the root cause.

Opens a fix PR so the pipeline goes green again.

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Updates the wiki with everything that shipped this week.

Keeps docs in sync with the code — no manual edits.

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Checks p95 latency every 30 minutes.

Opens an incident with traces when latency spikes.

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Reviews pending DB migrations every week.

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BoltOn-call Assistant

STEP 2 OF 4

Hi Sam 👋 I’m Bolt, your new on-call assistant. Let’s get me set up — it takes about a minute.

Is there anything specific you want me to focus on? (Optional — I can figure this out myself too.)

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First — where should I talk to you? Connect Slack or Microsoft Teams.

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Slack connected · #ab-bolt-on-call

Last thing — here’s how I’ll get set up. Change anything you like.

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#ab-bolt-on-call

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STEP 3 OF 4

Connecting your toolsRuns in the background.1/3

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#ab-bolt-on-callLater that night

BoltAPP2:12 AM

Datadog alert Checkout errors are at 6.1%, up from 0.2%. Looking into it.

Reading payments-api logs…

BoltAPP2:15 AM

Found it in the logs. Errors started at 2:09 AM, three minutes after deploy #1842.

02:09:14 ERROR charge.create 429 Too Many Requests

02:09:14 retry 1/3 after 0ms

02:09:14 retry 2/3 after 0ms

Root cause: #1842 set the retry delay to 0 ms, so the card processor rate-limits us.

Suggested fix: revert #1842 and restore the 500 ms backoff. Tests pass on the revert.

Approve fixView logs

✓ Sam approved the fix · 2:17 AM

Bolt is reverting #1842…

BoltAPP2:19 AM

Reverted. Checkout errors are back to 0.2%. I’ll watch the next deploy and post a summary at 9 AM.

Resolved in 7 min · PR #1849

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Exaforce

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Combinely

rb2

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Khatabook

#payments-oncall

Bug Bot AUTOBOT 10:02

Heads up: 14 customers were charged twice in the last hour. Looking into it.

Tracing Stripe events…

Bug Bot AUTOBOT 10:06

Found it: Stripe retries the webhook on timeout, and each retry becomes a new charge.

payments/webhooks.ts:84

Recommend an idempotency check on the event ID, with retries kept on. @Maya Chen approve?

Maya Chen 10:07

Approved. Go ahead.

Bug Bot AUTOBOT 10:14

Done. Idempotency check added, retries unchanged.

Running duplicate-event tests…

Duplicate-event tests pass · PR #251

Reply in thread…

AutoBots

Hire an AI employee with common sense

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Turn your goal
into a clear plan

Vorflux reads the checkout flow and turns the request into a scoped plan, with edge cases and the steps it will use to check the result.

Fix duplicate charges on checkout retries

PlanBuild

Plan · Fix duplicate chargesPlanningReady

Your plan is readyGOALCharge each checkout once, even when Stripe retries the webhook.APPROACH

STEPS

ARCHITECTURE

Checkout UI

Payments API

Stripe webhook

Idempotency check

Charges

new

STEPS01Store each Stripe event ID before charging02Skip events that were already processed03Keep retries enabled for real failures

02Skip events that were already processed03Keep retries enabled for real failuresVERIFICATIONReplay the same webhook twice → one chargeExisting checkout tests stay greenLoad test: 100 retries, 0 duplicatesStart buildingEdit plan

See the design
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Vorflux mocks up the checkout next to the plan. Pin comments where it should change, and it updates the design before it builds.

Turn the plan
into working code

Sub-agents split the fix by role on the session’s own cloud machine, with your repos, integrations and skills in context.

Build · Fix duplicate charges4 running2 running1 running

SUB-AGENTS

Webhook handlerAdd event ID check

RunningDone

Idempotency storeCreate processed_events table

RunningDone

TestsWrite duplicate-event tests

Running

DocsUpdate the payments runbook

Running

All sub-agents

Idempotency storeCreate processed_events tableSTEPSCreated processed_events tableAdded unique index on event_idMigration tested on staging copyDIFF · migrations/0042_processed_events.sql

create table processed_events (

event_id text primary key,

processed_at timestamptz default now()

);

All sub-agents

TestsWrite duplicate-event testsTEST RUNduplicate webhook creates one chargeretry after timeout is processed oncedifferent events still chargesignature is verified12 passed0 failed · 8.4s

Test the behavior.
Return the evidence

Vorflux runs the app and reports what it tested, with screenshots or recordings where the workflow supports them.

Desktop · Testing in browserRecording

localhost:3000/checkout

Checkout

Pro plan$40.00

Tax$8.00

Total$48.00

Card number4242 4242 4242 4242Pay

Opened /checkout0:02Filled card 4242 4242 4242 42420:04Clicking Pay, then retrying the webhook0:07

App · iPhone 15 · Testing on iOSRecording

Checkout

Pro plan$40.00

Tax$8.00

Total$48.00

Card number4242 4242 4242 4242Pay

Built on a remote Mac, streamed to Appetize1:12Tapping Pay on iPhone 151:20

Test Report · Checkout flowVerified

WHAT WAS TESTED

Paying once creates exactly one chargeRecording

A retried webhook adds no second chargeRecording

iPhone 15: Pay button stays visibleScreenshot

EVIDENCE

Checkout

Pro plan$40.00

Tax$8.00

0:12

desktop-checkout.mp4

Checkout

Pro plan$40.00

Tax$8.00

iphone-checkout.png

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Read the risk score, then merge it, send it back or ask why.

See PR reviews

Add payment webhook retries #248

acme/payments-api · maya-chen → main+142−18

VORFLUX REVIEW

Queued · review starts automatically

AssessmentRunning1 finding1 finding · fixed

Webhook retries can create a second charge: the handler has no idempotency key.

82const event = parse(req.body)

83await charges.create(event.data)

84return res.sendStatus(200)

TestingRunning1 failed · 2 passed3 passed

duplicate webhook creates one charge
retry respects backoff
signature is verified

FixRunningWaitingFix readyApplied

83await charges.create(event.data)

83if (await seen(event.id)) return ok()

84await charges.create(data, { idempotencyKey })

Apply fixView diff

Scheduled sessions

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Run a task every Monday at 10:30, or the moment a CI run fails. Each run comes back as a session with a result to check.

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Build EngineerAutoBot · CI / CD

NextSave

No automations yetRun Build Engineer when something happens in your tools.Create automation

WHEN

SourceGitHub

EventWorkflow run failed

Repositoryacme/web-app

GitHub · Workflow run failed · acme/web-appTHEN

TaskInvestigate the failed run and find the root cause

Report to#ci-alerts

CI failure triageWHENGitHub · Workflow run failed · acme/web-appTHENInvestigate and post the root cause to #ci-alertsWaiting for a matching event

Automation created

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Start work from a connected tool’s event,
with the context and limits you set.

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Platform

Your setup, models and tools
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Vorflux keeps what it learns about your setup, runs your repos and services in the cloud, and works with the models your team already pays for.

Memory and Context

Setup knowledge carries into every later session.

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Cloud Execution

Each session runs your repos and services on its own cloud machine.

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Desktop and Access

Check cloud work from the desktop app.

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Share, assign and hand off work across the team.

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Bring your skills, instructions and connected tools into every session.

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Customer story

A customer’s Slack request
became a shipped feature

John shows how a Slack request automatically became controls for contract colors and logo placement.

The request

Let customers easily customize service contract colors and logo placement.

The result

Vorflux built the controls; John reviewed how they fit TrashLab’s existing system.

John Tan, Co-Founder & CTO at TrashLab. — John TanCo-Founder & CTO, TrashLab

Start on desktop, check in from your phone

Vorflux runs in the cloud, so your sessions keep going after you close the laptop. Open them on desktop, web or mobile.

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Triages alerts and pages the right owner.

Posts a summary and next steps in the incident channel.

Security Engineer

Juniper

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Reviews every PR for vulnerabilities and leaked secrets.

Flags risky changes before they get merged.

Build Engineer

Sage

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Investigates failing CI builds and finds the root cause.

Opens a fix PR so the pipeline goes green again.

Docs Writer

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Updates the wiki with everything that shipped this week.

Keeps docs in sync with the code — no manual edits.

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Checks p95 latency every 30 minutes.

Opens an incident with traces when latency spikes.

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