AI coding workflow

Coding With AI That Survives Review

By The Learn Cursor Editorial TeamUpdated June 23, 20264 sections

Answer first

A useful run with an AI coding tool starts with a small task and ends with a reviewable diff. In current Cursor, that workflow can include local Agent, Cloud Agents, Automations, Bugbot, Design Mode, Canvas and SDK agents, but the standard stays the same: scope, check, review and hand off.

What is the working pattern for coding with AI?

Move: Start with a bounded task
Use this when: Professional developers and technical teams that want AI help without losing review control.
Proof to save: Issue, files, checks and owner are named

Move: Give the agent context
Use this when: The repo has patterns the agent must follow
Proof to save: Prompt cites files, errors and constraints

Move: Review the diff
Use this when: The task changes production code
Proof to save: Changed files, test output and risks are visible

Move	Use this when	Proof to save
Start with a bounded task	Professional developers and technical teams that want AI help without losing review control.	Issue, files, checks and owner are named
Give the agent context	The repo has patterns the agent must follow	Prompt cites files, errors and constraints
Review the diff	The task changes production code	Changed files, test output and risks are visible

A good AI coding workflow is specific enough to review and small enough to recover.

Inspectable agent workflow

1/5

Context: Name the issue, repo area, source files and constraints.

Use this loop when the change is larger than autocomplete and smaller than a full project rewrite.

Workflow selector

Role

Stack

Task

Suggested workflow

Start with a failing or missing behavior test, give the agent the touched package and run typecheck before review.

Pick the role, stack and task type before writing a prompt.

Learn Cursor module with a learning section, diagram and checks — Practice view

How should a team run coding with AI?

1Pick one real backlog item with a clear owner and expected result.
2Add only the context the agent needs: files, failing output, constraints and done state.
3Ask for a plan before code when the task touches more than one file.
4Run checks that match the risk: unit test, typecheck, visual pass or review checklist.
5Capture the prompt, diff, result and reviewer note so the workflow can be repeated.

Prompt frame

Task, context, constraints, done state and checks.

Review habit

Open the diff, read changed files and rerun the check yourself.

Team artifact

The page shows a workflow diagram, task checklist and links to stack-specific examples.

What should you keep after the run?

The prompt or plan that shaped the work.
The files changed and the reason each file changed.
The command, screenshot or review note that proved the result.
The rule, checklist or template you would reuse next time.

Which Cursor release facts should this page reflect?

Surface: Compile 2026
Current fact to account for: Cursor's June 16 event made Origin, larger from-scratch model training and Cursor Mobile the highest-signal new topics to track.

Surface: Origin
Current fact to account for: Cursor describes Origin as a git forge for the agentic era; the public page is currently waitlist-first, so migration and security details need refresh.

Surface: Model and mobile
Current fact to account for: Composer 2.5 is available now; Cursor says a larger model is training with SpaceXAI. Mobile-native details remain beta/forum-sourced unless Cursor publishes a product page.

Surface: Automations
Current fact to account for: /automate, Slack emoji triggers, GitHub issue/comment/review/workflow triggers, computer use, PR defaults and memory cleanup.

Surface: Cloud Agents
Current fact to account for: Guided cloud environment setup, reusable snapshots, .cursor/environment.json, /in-cloud, /babysit and local/cloud handoff.

Surface: Review
Current fact to account for: BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. averages about 90 seconds, is powered by Composer 2.5, finds 10% more bugs per review and can run before push with /review.

Surface: Design and Canvas
Current fact to account for: Design Mode supports multi-select and voice queueing; canvases support Design Mode, context reports, Debug with Agent, full-screen sharing and prompt buttons.

Surface: SDK and run modes
Current fact to account for: SDK agents can use custom tools, auto-review, JSONL/custom stores, nested subagents and request IDs; Auto-review Run Mode routes tool calls through safer execution paths.

Surface: Enterprise and pricing
Current fact to account for: Organizations sit above teams, groups scope model/spend/agent permissions, and Teams now has Standard/Premium seats with Auto + Composer and third-party API pools.

Surface	Current fact to account for
Compile 2026	Cursor's June 16 event made Origin, larger from-scratch model training and Cursor Mobile the highest-signal new topics to track.
Origin	Cursor describes Origin as a git forge for the agentic era; the public page is currently waitlist-first, so migration and security details need refresh.
Model and mobile	Composer 2.5 is available now; Cursor says a larger model is training with SpaceXAI. Mobile-native details remain beta/forum-sourced unless Cursor publishes a product page.
Automations	`/automate`, Slack emoji triggers, GitHub issue/comment/review/workflow triggers, computer use, PR defaults and memory cleanup.
Cloud Agents	Guided cloud environment setup, reusable snapshots, `.cursor/environment.json`, `/in-cloud`, `/babysit` and local/cloud handoff.
Review	BugbotCursor's automated PR reviewer that posts inline findings and can push fix commits from isolated VMs. averages about 90 seconds, is powered by Composer 2.5, finds 10% more bugs per review and can run before push with `/review`.
Design and Canvas	Design Mode supports multi-select and voice queueing; canvases support Design Mode, context reports, Debug with Agent, full-screen sharing and prompt buttons.
SDK and run modes	SDK agents can use custom tools, auto-review, JSONL/custom stores, nested subagents and request IDs; Auto-review Run Mode routes tool calls through safer execution paths.
Enterprise and pricing	Organizations sit above teams, groups scope model/spend/agent permissions, and Teams now has Standard/Premium seats with Auto + Composer and third-party API pools.

These facts were checked against Cursor-owned release sources on 2026-06-23.

Stack guides

How to Use an AI IDE for a Real Feature Change

A step-by-step workflow for using an AI IDE on a real production-style change.

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AI Coding Workflow for TypeScript

How to use AI coding tools in TypeScript repos with typecheck and review control.

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AI Coding Workflow for Python

How to use AI coding tools in Python services, scripts and data projects.

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AI Coding Workflow for React

How to use AI coding tools for React UI changes with visual review.

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AI Coding Workflow for Next.js

How to use AI coding tools safely inside modern Next.js apps.

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Frequently asked questions

Who is Coding With AI That Survives Review for?

Professional developers and technical teams that want AI help without losing review control.

What makes this page credible?

The page shows a workflow diagram, task checklist and links to stack-specific examples.

What should I do next?

Start with one real repo task, capture the prompt and review the result before scaling the workflow.

Editorial notes

Source review

Last checked: June 23, 2026
Scope: Cursor docs, Cursor Learn pages and product docs.
Refresh: Quarterly, plus changes to Cursor agent or CLI docs.
Reviewer: Learn Cursor editorial

Page assets

Primary media: Workflow selector.
Supporting media: Learn Cursor practice screenshot.
Interactive element: Workflow selector.
Transcript: Add a transcript when a recorded walkthrough is added.
Refresh owner: Learn Cursor editorial.

Content pod

Pod: Workflow pod
Owner: Editorial director
Reviewers: DevRel engineer, SEO lead, Senior editor

QA gate

Human signal: Includes a task-specific diagram, checklist or calculator.
Claims: Claims stay tied to sources, visible limits and page scope.
Visual proof: Uses product screenshots or annotated workflow diagrams, not stock art.
Page rhythm: Sections vary between answer, method, visual and action blocks.

Sources & last verified

Cursor ships frequently. Facts verified against primary sources on June 23, 2026.