GoogleCompanyGoogleGoogle develops the Gemini model family and integrates AI capabilities across its consumer products, Workspace, and Cloud platform.GeminiGemini CLIGemini APIGoogle AntigravityJulesLookerOpen companyAI Coding Agent
Jules
Google Labs' asynchronous coding agent. It clones a GitHub repository into a cloud VM, proposes a plan, writes and tests the change, and returns a branch or pull request. Task limits rise with Google AI Pro and Ultra plans on personal Google accounts.
The 30-Second Take
Let developers use Jules on their own, because a company cannot buy or administer it for a team.
Google Labs' asynchronous agent takes a task from the web app, the CLI or a labeled GitHub issue. It returns a branch or pull request from a Google Cloud VM.
- Best fit
- Individual developers and small teams clearing fixes, tests and upgrades on GitHub repositories they can review later.
- Main constraint
- Paid plans are sold only to personal @gmail.com accounts, so there is no team billing or admin console.
- First move
- Pilot on one non-sensitive repository on the free tier, with a setup script and AGENTS.md in place.
Why
Watch the account: paid plans attach to personal @gmail.com accounts, so there is no team billing, SSO or admin policy. The free tier is enough to start, and public accounts report uneven task completion.
66 practitioners, 97 sources reviewed, Updated Nov 1, 2026How this is measured
- Operating stack
- Agentic Software Development
Comparisons
How does Jules compare with the alternatives?
Jules vs Codex
- AI Coding Agents
Codex is the company choice, since it comes inside ChatGPT Business with SAML SSO, while Jules comes inside Google AI plans for personal accounts only. Jules suits individual developers on its free tier. Each takes a delegated task in a cloud environment built from GitHub repositories and returns changes to review.
Jules vs Devin
- AI Coding Agents
Devin is the team purchase. It sells Teams seats with admin controls, works with GitLab, Bitbucket, and Azure DevOps, and starts work from Slack and Linear. Jules is the individual pick, with a free tier and Google AI plan limits and no team plan.
Operator Insights
What are engineering leaders learning from deploying Jules?
AK KulkarniProduct ManagementGoogle Labs
Google's Stitch design-agent team. Daily Scheduled Tasks. Stitch repository.
Google, published Read the announcement (opens Google in a new tab)
Observation
Google's Stitch team runs a pod of daily Jules agents, each with one maintenance role.
- Takeaway
- Recurring, role-scoped maintenance is where scheduled Jules agents pay off. Google publishes no merge rate or review time, so measure both before you copy the pattern.
- What happened
- Google's Stitch team assigned daily Jules agents to specific maintenance roles through Scheduled Tasks. The roles covered performance tuning, security patches, accessibility, and test coverage. Google says Jules became one of the Stitch repository's largest contributors, leaving engineers to work on features.
- Vendor case study (Google's own team)
- No metrics published
- No model named
Deployment details
Google's Stitch design-agent team. Daily Scheduled Tasks. Stitch repository.
- Vendor case study (Google's own team)
- No metrics published
- No model named
- Workload
- Daily performance tuning, security patching, accessibility improvements, and test coverage
- Product version
- Jules Scheduled Tasks, launched December 10, 2025
Martin HellerContributing writerInfoWorld
One reviewer. Free plan. Forks of websocket (Go) and qwen-code (TypeScript).
Its own announcement, published Read the review (opens the announcement in a new tab)
Observation
InfoWorld's reviewer had Jules fix open bugs in two public repositories, and its self-review caught a stray file.
- Takeaway
- The loop of compiling, testing, and self-review is what makes Jules more dependable than a bare model call. It still needs the human check Heller recommends keeping.
- What happened
- Heller asked Jules to pick an open bug report and fix it in two forked repositories. Jules fixed both. On qwen-code it hit build errors, fixed them, and its own code review flagged a JSON file that did not belong in the change, which the main thread then removed.
- Public practitioner write-up (independent review)
- Outcomes described per repository
- Gemini 2.5 Pro
Deployment details
One reviewer. Free plan. Forks of websocket (Go) and qwen-code (TypeScript).
- Public practitioner write-up (independent review)
- Outcomes described per repository
- Gemini 2.5 Pro
- Team
- One reviewer
- Workload
- Open bug reports in forks of two public repositories
- Product version
- Free plan (15 daily tasks, 3 concurrent) with the Jules Tools CLI
- Model
- Gemini 2.5 Pro
Buying and deployment
What engineering leaders should verify before a broader rollout.
Sourced from Jules documentation
Signals
What is the current evidence saying about Jules?
What developers and teams report publicly about Jules, with every finding linked to its sources.
Practitioner sentiment, all practitioners
0 Mixed net
of 68 sources that take a side, each author counted once.
How this figure is made8 more state no overall view and cast no vote.
Leaders and teams have 2 accounts; GILD prints their sentiment from 20.
Current sentiment
Positive, mixed and negative sources
The score counts them as 24 positive, 18 mixed and 24 negative votes, one per author.
76 sources give an opinion, and the read is mixed. Developers value the pull request workflow and the free allowance, and report tasks that do not finish, pull requests that need rework, and slow runs. Hacker News leans positive, while r/JulesAgent, where users bring problems, leans negative.
Use a task pilot to measure accepted work and review time.
Evidence field. All 97 sources, one mark each.
Arrange by
Each mark is one source: positive, mixed, negative, no opinion stated, or documentation (not counted).
| Group | Sources | Positive | Mixed | Negative | No opinion stated and not counted in the score | Documentation, checked and not counted |
|---|---|---|---|---|---|---|
| Positive | 26 | 26 | 0 | 0 | 0 | 0 |
| Mixed | 18 | 0 | 18 | 0 | 0 | 0 |
| Negative | 24 | 0 | 0 | 24 | 0 | 0 |
| Not counted | 15 | 0 | 0 | 0 | 15 | 0 |
| Documentation | 14 | 0 | 0 | 0 | 0 | 14 |
| Quarter | Sources |
|---|---|
| Q2 2025 | 21 |
| Q3 2025 | 23 |
| Q4 2025 | 9 |
| Q1 2026 | 14 |
| Q2 2026 | 7 |
| Q3 2026 | 9 |
| Q4 2026 | 0 |
| Documentation, checked | 14 |
By sentiment
14 documentation pages check facts and are not counted.
Hover a mark for a quick look, click it or press Enter to open its source.Tap a mark to open its source, then step to its neighbors with Previous and Next.
What practitioners praise
Top praise of 5. Each mark is a source on it; filled marks praise it.
Most common concerns
Top concern of 6. Each mark is a source on it; filled marks raise it.
All 97 sources behind these findings
- Getting startedGoogle (Official), Product documentation, checked Oct 12, 2026
- Environment setupGoogle (Official), Product documentation, checked Oct 12, 2026
- Running tasksGoogle (Official), Product documentation, checked Oct 12, 2026
- Reviewing plans and feedbackGoogle (Official), Product documentation, checked Oct 12, 2026
- Reviewing code changesGoogle (Official), Product documentation, checked Oct 12, 2026
- Managing tasks and repositoriesGoogle (Official), Product documentation, checked Oct 12, 2026
- Errors and failuresGoogle (Official), Product documentation, checked Oct 12, 2026
- Limits and plansGoogle (Official), Product documentation, checked Oct 12, 2026
- Scheduled tasksGoogle (Official), Product documentation, checked Oct 12, 2026
- Suggested tasksGoogle (Official), Product documentation, checked Oct 12, 2026
- IntegrationsGoogle (Official), Product documentation, checked Oct 12, 2026
- FAQGoogle (Official), Product documentation, checked Oct 12, 2026
- Jules Tools CLI referenceGoogle (Official), Product documentation, checked Oct 12, 2026
- ChangelogGoogle (Official), Product documentation, checked Oct 12, 2026
- Comment on: AX: Google's Open Agentic Orchestratorsleepytree, Hacker News commenter, self-described, Hacker News comment, published Sep 21, 2026
- Make biobase updater provider-neutral for Jules schedulingNathan Sheffield, Principal Investigator at Databio (Computational biology research group at the University of Virginia; maintains the bulker container registry), GitHub pull request on databio/hub.bulker.io, published Sep 17, 2026
- Wow, Claude Code is a lot better than JulesNelsonMinar, Reddit user in r/JulesAgent (self-described: Months of Jules on Google AI, then a week of Claude Code on Opus 5), Reddit post, published Sep 12, 2026
- Comment on: Ask HN: Anyone struggling to do data work with Claude Code or codex?Osteen14, Hacker News commenter, self-described, Hacker News comment, published Sep 2, 2026
- Wrong dates in .jules/*.md journal entries (hallucinated/copied dates)nickdesi, GitHub user and maintainer of FFBB-MCP-Server (self-described: Jules opens recurring performance pull requests on his MCP server repository), GitHub issue on google-labs-code/jules-action, published Aug 11, 2026
- Comment on: Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyberb473a, Hacker News commenter (self-described: Personal projects worked on during the commute), Hacker News comment, published Jul 21, 2026
- How I schedule Jules as 4 parallel nightly "task forces" + a weekly janitor (GitHub Actions)Distinct-Survey475, Reddit user in r/JulesAgent (self-described: Astro and Cloudflare Workers monorepo, months of scheduled runs), Reddit post, published Jul 17, 2026
- Jules can't competeSpaccamazza1, Reddit user in r/JulesAgent (self-described: Compared with Antigravity on Gemini 3.1 Pro), Reddit post, published Jul 14, 2026
- I know this isn't the busiest sub but is anyone else getting "Jules encountered an error when working on the task." a lot in the last 2-3 days?evilspyboy, Reddit user in r/JulesAgent (self-described: Several concurrent tasks), Reddit post, published Jul 3, 2026
- Comment on: Ask HN: Do you find vibe coding / agentic engineering to be fulfilling?sageserpent, Hacker News commenter (self-described: Maintainer of open-source projects), Hacker News comment, published Jun 22, 2026
- Google Jules Review: The Async Coding Agent Worth US$20/Month?Maksim Danilchenko, Independent developer (self-described: Solo; a Flask API and two Go microservices over three weeks), Personal blog post, DEV Community (originally danilchenko.dev), published May 22, 2026
- Comment on: Ask HN: What are you working on? (May 2026)simonpure, Hacker News commenter (self-described: Building transflux, agent-driven development for Clojure), Hacker News comment, published May 11, 2026
- Jules is now very slowhabylab, Reddit user in r/JulesAgent (self-described: Same task in Jules and GitHub Copilot), Reddit post, published Apr 27, 2026
- Comment on: I Cancelled Claude: Token Issues, Declining Quality, and Poor Support8ytecoder, Hacker News commenter, self-described, Hacker News comment, published Apr 24, 2026
- Jules creates unusable, buggy codebharel, Reddit user in r/JulesAgent (self-described: Python repositories with AGENTS.md and setup scripts; Copilot as reviewer), Reddit post, published Apr 5, 2026
- [Bug] Scheduled task fires 12x instead of once, duplicate sessions with unique task IDspfilbin90, GitHub user (self-described: Runs five daily scheduled Jules tasks against a 100-session daily limit), GitHub issue on google-labs-code/jules-sdk, published Apr 2, 2026
- First impressions of Jules, Google's coding agentNelson Minar, Independent developer (self-described: Solo; maintaining Feditrends, a scraper and link ranker Nelson Minar took over), Personal blog post, Nelson's log, published Mar 18, 2026
- Anyone tried other competitors recently?habylab, Reddit user in r/JulesAgent (self-described: Daily use on phone and laptop), Reddit post, published Mar 11, 2026
- Comment on: Dario Amodei: We are near the end of the exponential [video]tasuki, Hacker News commenter, self-described, Hacker News comment, published Feb 14, 2026
- Comment on: Dario Amodei: We are near the end of the exponential [video]tasuki, Hacker News commenter, self-described, Hacker News comment, published Feb 13, 2026
- What do you find Jules is good for? I'm struggling with itryebrye, Reddit user in r/JulesAgent (self-described: A basic task, retried in Gemini CLI), Reddit post, published Feb 9, 2026
- Jules is very usefulfilipoi, Reddit user in r/JulesAgent (self-described: Two months of daily work on one project; compared with Claude Opus 4.6), Reddit post, published Feb 7, 2026
- Comment on: Claude Code is suddenly everywhere inside Microsoftjckahn, Hacker News commenter, self-described, Hacker News comment, published Feb 2, 2026
- Massive improvement to more complex tasks in the last day?itstingsandithurts, Reddit user in r/JulesAgent (self-described: A complex issue worked in one long session), Reddit post, published Jan 30, 2026
- Comment on: Where did Devin go? What does it say about the future of AI dev tools?sCeege, Reddit user in r/ChatGPTCoding (self-described: Google AI Pro subscriber who also pays for ChatGPT, Claude, and Windsurf), Reddit comment, published Jan 28, 2026
- Comment on: Bubblewrap: A nimble way to prevent agents from accessing your .env filesbjackman, Hacker News commenter, self-described, Hacker News comment, published Jan 15, 2026
- Comment on: Stop Doom Scrolling, Start Doom Coding: Build via the terminal from your phoneabinmn, Hacker News commenter, self-described, Hacker News comment, published Jan 7, 2026
- Isn't Jules supposed to respond to review comments?Large_Yams, Reddit user in r/JulesAgent (self-described: Pull request reviews on GitHub), Reddit post, published Jan 7, 2026
- Comment on: Claude Code On-the-Gosmarx007, Hacker News commenter, self-described, Hacker News comment, published Jan 4, 2026
- Comment on: Claude Code On-the-Gonl, Hacker News commenter (self-described: Former ML startup founder and former startup CTO), Hacker News comment, published Jan 4, 2026
- Comment on: Ask HN: How can I get better at using AI for programming?malloc2048, Hacker News commenter, self-described, Hacker News comment, published Dec 14, 2025
- Comment on: TPUs vs. GPUs and why Google is positioned to win AI race in the long termsheepscreek, Hacker News commenter, self-described, Hacker News comment, published Nov 28, 2025
- Comment on: Google Antigravitymeowface, Hacker News commenter, self-described, Hacker News comment, published Nov 18, 2025
- Agentic coding with Google JulesMartin Heller, Contributing writer, InfoWorld (self-described: Review on forks of public repositories (websocket in Go, qwen-code in TypeScript)), Independent review, InfoWorld, published Nov 11, 2025
- Why can't Jules properly commit to a branch?ShortSecret6394, Reddit user in r/JulesAgent (self-described: Personal development), Reddit post, published Nov 2, 2025
- Does Jules frequently lie about having completed a task?PersonOfDisinterest9, Reddit user in r/JulesAgent (self-described: Three parallel sessions on a moderately difficult task), Reddit post, published Oct 8, 2025
- Comment on: Jules, remote coding agent from Google Labs, announces APIversteegen, Hacker News commenter (self-described: Independent AI researcher), Hacker News comment, published Oct 4, 2025
- Comment on: Jules, remote coding agent from Google Labs, announces APIbradly, Hacker News commenter (self-described: Small software developer, Rails since 2006), Hacker News comment, published Oct 4, 2025
- Comment on: Jules, remote coding agent from Google Labs, announces APIyoavm, Hacker News commenter (self-described: Freelancer and a long-time client on an old Django site), Hacker News comment, published Oct 3, 2025
- Comment on: Show HN: Simple WhatsApp API (Open Source)Codegres, Hacker News commenter, self-described, Hacker News comment, published Sep 30, 2025
- Comment on: Getting AI to work in complex codebasesthe_duke, Hacker News commenter, self-described, Hacker News comment, published Sep 24, 2025
- Jules: please let us clear Repo Config / Environmentlefnire, Reddit user in r/JulesAgent (self-described: Repositories with a saved setup script and snapshot), Reddit post, published Sep 10, 2025
- Comment on: There's a gap between AI coding demos and daily realityattogram, Hacker News commenter, self-described, Hacker News comment, published Sep 2, 2025
- Jules and file systemteclisb, Reddit user in r/JulesAgent (self-described: Refactoring an old React Native app), Reddit post, published Aug 25, 2025
- Google Jules is Vulnerable To Invisible Prompt InjectionJohann Rehberger, Security researcher (self-described: Exploit run against their own test repository), Security research blog post, Embrace The Red, published Aug 15, 2025
- Jules Zombie Agent: From Prompt Injection to Remote ControlJohann Rehberger, security researcher (Embrace The Red) (self-described: Independent security testing of coding agents during his Month of AI Bugs series), Independent security evaluation, Embrace The Red, published Aug 14, 2025
- Comment on: Show HN: Omnara, Run Claude Code from anywheresampullman, Hacker News commenter (self-described: Web, native app and embedded firmware developer), Hacker News comment, published Aug 13, 2025
- Comment on: Show HN: Omnara, Run Claude Code from anywherexetxov, Hacker News commenter, self-described, Hacker News comment, published Aug 12, 2025
- A small review after using Jules for 8h straightyouCanbeAPirate, Reddit user in r/JulesAgent (self-described: Engineer who mentors juniors; same exercise given to two juniors and to Jules), Reddit post, published Aug 12, 2025
- How I stopped babysitting Jules and started getting work done.. Taskmaster-PROSTHETiCS, Reddit user in r/JulesAgent (self-described: Detailed specs written in AI Studio, then handed to Jules), Reddit post, published Aug 12, 2025
- Comment on: Gemini CLI GitHub Actionscpursley, Hacker News commenter, self-described, Hacker News comment, published Aug 8, 2025
- Comment on: Jules, our asynchronous coding agentnonhaver, Hacker News commenter, self-described, Hacker News comment, published Aug 7, 2025
- Comment on: Jules, our asynchronous coding agentartdigital, Hacker News commenter, self-described, Hacker News comment, published Aug 7, 2025
- Comment on: Jules, our asynchronous coding agentesafak, Hacker News commenter (self-described: Machine learning engineer), Hacker News comment, published Aug 6, 2025
- Comment on: Jules, our asynchronous coding agentkundi, Hacker News commenter, self-described, Hacker News comment, published Aug 6, 2025
- Comment on: Jules, our asynchronous coding agentp1nkpineapple, Hacker News commenter (self-described: Side project, a React Native app coded from a phone), Hacker News comment, published Aug 6, 2025
- Comment on: Jules, our asynchronous coding agenttimdumol, Hacker News commenter (self-described: Side project), Hacker News comment, published Aug 6, 2025
- Comment on: Jules, our asynchronous coding agentqingcharles, Hacker News commenter, self-described, Hacker News comment, published Aug 6, 2025
- Comment on: Jules, our asynchronous coding agentfreshtake, Hacker News commenter (self-described: Hiring manager; uses several coding agents), Hacker News comment, published Aug 6, 2025
- Comment on: Jules, our asynchronous coding agentrcakebread, Hacker News commenter, self-described, Hacker News comment, published Aug 6, 2025
- Comment on: Jules, our asynchronous coding agentklipklop, Hacker News commenter, self-described, Hacker News comment, published Aug 6, 2025
- Comment on: Kimi K2 is a state-of-the-art mixture-of-experts (MoE) language modelozten, Hacker News commenter (self-described: Indie entrepreneur building Cantrip.ai), Hacker News comment, published Jul 11, 2025
- Comment on: Phoenix.new: Remote AI Runtime for Phoenixbrainless, Hacker News commenter (self-described: Builds own products and takes consulting gigs), Hacker News comment, published Jun 21, 2025
- Comment on: Andrej Karpathy: Software in the era of AI [video]elif, Hacker News commenter, self-described, Hacker News comment, published Jun 19, 2025
- Comment on: How I Program with Agentsjeffrallen, Hacker News commenter, self-described, Hacker News comment, published Jun 12, 2025
- Comment on: Tracking Copilot vs. Codex vs. Cursor vs. Devin PR Performancethorum, Hacker News commenter, self-described, Hacker News comment, published Jun 9, 2025
- Running Out Of Space?ThatFireGuy0, Reddit user in r/JulesAgent (self-described: Python with PyTorch, CMake on a large repository), Reddit post, published Jun 4, 2025
- Comment on: My AI skeptic friends are all nutslando2319, Hacker News commenter, self-described, Hacker News comment, published Jun 2, 2025
- Artifacts #5Kannan Kalidasan, Engineer and newsletter author (self-described: Solo; personal project), Newsletter, The Egg Puff Engineer's Newsletter (Substack), published Jun 1, 2025
- Comment on: LLM codegen go brrr: Parallelization with Git worktrees and tmuxsagarpatil, Hacker News commenter, self-described, Hacker News comment, published May 29, 2025
- Comment on: Show HN: Typed-FFmpeg 3.0, Typed Interface to FFmpeg and Visual Filter Editorbarake, Hacker News commenter, self-described, Hacker News comment, published May 29, 2025
- Comment on: GitHub MCP exploited: Accessing private repositories via MCPJoshMandel, Hacker News commenter, self-described, Hacker News comment, published May 27, 2025
- Comment on: Ask HN: Anyone struggling to get value out of coding LLMs?Yiling-J, Hacker News commenter, self-described, Hacker News comment, published May 26, 2025
- Comment on: Claude 4 System CardWorkaccount2, Hacker News commenter, self-described, Hacker News comment, published May 25, 2025
- Comment on: Claude 4 System Cardtrip-zip, Hacker News commenter, self-described, Hacker News comment, published May 25, 2025
- Comment on: Claude 4 System Cardloufe, Hacker News commenter, self-described, Hacker News comment, published May 25, 2025
- Initial thoughts on Google Julesmaaakks, Reddit user in r/LocalLLaMA (self-described: Compared with Roo Code and OpenHands on Gemini Flash and local models), Reddit post, published May 25, 2025
- As a Gemini fan I'm disappointedJavacupix, Reddit user in r/JulesAgent (self-described: Small Python app, 10 tasks), Reddit post, published May 24, 2025
- Google Jules is so slowx--com, Reddit user in r/JulesAgent (self-described: Public beta launch week), Reddit post, published May 24, 2025
- Comment on: Jules: An asynchronous coding agentgort1, Hacker News commenter, self-described, Hacker News comment, published May 21, 2025
- Comment on: Jules: An asynchronous coding agentfish_n_chips, Hacker News commenter, self-described, Hacker News comment, published May 21, 2025
- Comment on: Jules: An Asynchronous Coding Agentmark_l_watson, Hacker News commenter (self-described: Author and AI practitioner), Hacker News comment, published May 20, 2025
- JulesSimon Willison, Independent developer and blogger (self-described: Solo; open source project issue thread), Personal blog post, Simon Willison's Weblog, published May 19, 2025
May 2025 to Sep 2026.
83 sources from practitioners, by month and sentiment.
Where It Fits
Where does Jules belong in the stack?
Jules is Core across Build, supports Plan and Validate, and touches Ship and Operate.
- Business area
- Product & Engineering
- Function
- Software Development
- Operating stack
- Agentic Software Development
- Primary role
- Asynchronous Cloud Coding Agent
Plan
Work planning: Supports
Work planning, supports. Jules writes a step-by-step plan for each task before coding, and Suggested Tasks turns #TODO comments into proposed work on up to five repositories. The backlog itself stays in an issue tracker.
Build
Codebase context: Supports
Codebase context, supports. Each Jules task clones the repository and reads AGENTS.md and the README. Repository memory retains corrections for later tasks. Jules provides no standing team code index or search.
Coding: Core
Coding, core. This is Jules's primary role. It writes and changes code for a delegated task in a cloud VM and publishes a branch or pull request for human review.
Agent runtime: Supports
Agent runtime, supports. Work happens in the jules.google.com web app, the Jules Tools CLI and its terminal dashboard, or through the API. Jules does not run in the developer's editor or on their machine.
Tool execution: Core
Tool execution, core. Jules installs dependencies and runs builds, tests, and Playwright in its VM. It calls six vetted MCP servers, including Linear and Supabase. GitHub issues, schedules, the API, and a GitHub Action can start work.
Validate
Debugging: Supports
Debugging, supports. Jules fixes bugs described in a task or issue and reads failing build logs from Render deployments, but it is not a production debugging or error-tracking tool.
Testing: Supports
Testing, supports. Jules runs tests in its VM and renders frontend changes with Playwright. A critic agent reviews each change, while the team's CI remains the test of record.
Code review: Touches
Code review, touches. Jules responds to comments on its pull requests, and its critic checks its changes. It does not review other people's pull requests.
Application security: Touches
Application security, touches. Jules can run a scheduled security-focused task that opens fix pull requests, but it offers no scanning, policy, or vulnerability management of its own.
Ship
Source control: Touches
Source control, touches. Jules publishes branches and pull requests through the Google Labs Jules GitHub app and works only with GitHub repositories; GitHub stays the system of record.
CI/CD: Touches
CI/CD, touches. CI Fixer repairs failing GitHub Actions checks on Jules' pull requests. The Render integration fixes failed deployments. Your CI/CD platform owns the pipelines.
Operate
Observability: Touches
Observability, touches. Jules provides no monitoring or alerting. Incidents reach it only as tasks someone writes.
Market mapThe layers Jules covers, and who else owns each one.
Coding & implementation
Tool execution & integrations
Work planning & task decomposition
- Linear
- Jira
- GitHub Issues
Codebase context & intelligence
Agent interface & developer runtime
7 more layers on the full map. Core, Supports and Touches describe coverage. They say nothing about quality.

