FOR SOFTWARE TEAMS

Run coding agents
on your team’s tickets.

Give each agent a computer with your repository
and development tools.

Review the code, test results, and running application.
Open the same tools to make changes directly.

01 FROM TRIGGER TO CONTINUATION

Run a task
on a prepared Machine.

Configure a ticket, webhook, or schedule to start a task. Run the agent on a Machine with the repository and tools it needs.

Review the work, save the Machine Disk, and launch a new compatible Machine from that saved state.

A task launches.

You start it. Or your system does.

Your next taskA request from your team

ENG-248 VISIONAST / WEB

Fix report overflow on mobile

The F&I Summary table pushes the page sideways on a phone. Keep the report and its controls inside the viewport.

The task carries the instructions.
The Machine brings the tools.

Work with the agent.

A whole Machine. A clear way to step in.

Web development Machine DefinitionEngineering Profile

Codex / ENG-248fix/mobile-report-overflowPREPARED

YOU

Fix the F&I Summary overflow on mobile. Keep the controls visible and let the report table scroll inside its card.

Codex in this Machine

The repository and tools are ready. Send the task when you are.

Inspect the repository components/report.tsx Test the fix in Chrome report-mobile.spec.ts

Talk to the agent as it works.

VisionAST Web app · mobile view390px

FiltersDefault filters⌄↻

DEALS

All dealerships ⌄This month ⌄

Personnel +Vehicle +

F&I Performance Summary

Default configuration ⌄⚙Export ↓

Metric	Retail	Lease	Total
UNIT TOTALS
New	82	24	106
Used	64	8	72
Total units	146	32	178
PRODUCT
Service contract	94	16	110
GAP	58	10	68
INCOME
Reserve	$42,180	$8,620	$50,800
F&I gross	$284,700	$53,440	$338,140
PVR	$1,950	$1,670	$1,900

Page extends beyond viewport →

Illustrated app view · sample dealership data

RepositoryNext.jsNode.jsGitChromeONE WORKING ENVIRONMENT

Steer the agent.
Use the browser whenever you need.

Launch from the saved disk.

Start a new compatible Machine from a Snapshot.

SNAPSHOT WORKFLOW PREVIEW

CAPTURED AT COMPLETION

Snapshot

Code. Tools. Disk state.

ENG-248fix/mobile-report-overflow

LOCAL MACHINE

Save the Machine Disk.

On your Mac, with an agent beside you.

One task. One working environment. Yours to continue.

Explore shared knowledge

Interactive illustration. Snapshot continuation is a workflow preview: a new compatible Machine starts from captured disk state and applications restart. Attached Drives and Profile credentials are separate.

Let an agent implement
and test small fixes.

You do not need to start a local development environment for every small fix. The agent has the tools. You get the change and the evidence to review.

FROM VERCEL’S AI SDK TEAM 75%+

of issue closures in July 2026 came from its software factory.

02 REUSABLE AGENT SETUPS

Share agent tools and instructions
across your Organization.

Save a tested setup.
Let authorized team members use it.

A Machine Definition holds the software, skills, and instructions. A Profile supplies the configuration and credentials for the Machine that runs them.

01FIGURE IT OUT

EXPERT WORKSPACE01 / SOURCE

Maya ChenAI engineer

Her working setupFour resources. One tested workflow.

PiAgent harness↗agent-browserBrowser automation↗Revenue reportingCompany skill↗Postgres + exportsData tools↗

Tested. Reviewed. Ready to share.

One person figures it out.

02MAKE IT REUSABLE

MACHINE DEFINITION

Revenue
Operations

v4 / Built by MayaReady

MANIFESTINSTALLED

Pi agent harness Browser + automation Revenue reporting skills Database tools

$ verify reporting-workflowChecks passed

Shared setup. Repeatable launches.

A Profile supplies the login credentials and settings for the Machine.

03PUT IT TO WORK

AUTHORIZED PROFILERevenue Ops Granted to NoahReporting database / read-only role

THINAIR / MACHINE

Noah ParkOperations

Revenue OperationsMachine preview

Explain last month’s revenue decline.

REVENUE INTELLIGENCE08 / 26

Revenue review

EXAMPLE OUTPUT

August 2026 · Monthly report

Revenue change by customer segment

Total revenue change: −7.4%
Active customers: −3.1%

QUERY ATTACHEDrev_change_last_month(segment)

Postgres / reporting_ro Definitions

Ready to launchExample report

Same workflow. Each person’s own Machine.

Interactive product preview / Illustrative team and workflow. Profile handoff and shared workflow experience show the product direction.

THE SHARED LIBRARY

Reusable tools, instructions, and Machine Definitions.

Explore the pieces behind the workflow.
Built to use again.

Machine Definitions

A reusable setup for a virtual computer: its software, tools, and instructions. Teammates can start with the same setup without configuring it again.

Snapshots

Save a copy of a computer’s files and installed software. Start from that copy later without setting everything up again.

Skills

Written instructions that tell AI how your company does a task. Teammates can reuse them instead of explaining the process again.

Harnesses

Software that lets AI work through a task. It sends instructions to the AI, runs the tools it requests, and returns the results.

Tools

Programs AI can use to read files, browse websites, query databases, or run code.

Conversations

A record of your requests, the AI’s responses, and your corrections. Your team can review how the work was done.

EXAMPLES YOUR TEAM CAN REUSE

Save a reviewed example.Use it to improve the instructions.

Keep useful prompts, scripts, and reviewed results with your team’s workflow files. Use those examples to explain the task and check the next result.

01Task and output02Human review03Reusable example

How to review an agent’s work

03 OPTIONAL SETUP HELP

Get help configuring
your first workflow.

Use Thinair on your own. If you’d like a hand, our engineers can work with your team to connect your tools and get your first workflow running.

AN EXAMPLE FOR YOUR TEAM

Estimate engineering
time saved.

Save 2 hours on 50 issues a month, and your team gets:

back every month: 100 hours
in engineering time: $144k / year

An illustrative example at $120/hour, assuming time saved after review and workflow upkeep. Before software and setup costs.

See Vercel’s approach to issue automation Get Thinair