[The home for every agent you run | Learn more →](https://devin.ai/blog/windsurf-is-now-devin-desktop) # Devin Desktop Manage any agent, locally or in the cloud, from one command center.\ Plan, review, and ship with a team of agents [Download for MacOS](https://devin.ai/download)[Sign up](https://app.devin.ai/auth/signup) [THE HOME FOR EVERY AGENT YOU RUN\ LEARN MORE →](https://devin.ai/blog/windsurf-is-now-devin-desktop) ![](https://devin.ai/_next/image?url=%2Fassets%2Fimages%2Fnew-home%2Fgraphic-backgrounds%2Fbg-1.jpg\&w=3840\&q=75\&dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya) Agents New session Automations Security Review Wiki Customize Sessions Open Learning rate tuning 3 sessions Increase the Muon matrix learning rate ![](https://devin.ai/assets/images/desktop/hero/icons/IconCloudSimple.svg)Working... Add a learning rate warmup phase ![](https://devin.ai/assets/images/desktop/hero/icons/IconCloudSimple.svg)PR is ready·![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg) Tune the WSD warmdown ratio Waiting for CI·![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg) No PR Widen the model hidden dimension Working... Merged Establish the training baseline ![](https://devin.ai/assets/images/desktop/hero/icons/IconCloudSimple.svg)3h ago·![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg) Add QK-norm and value embeddings 1h ago·![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg) Closed Switch the MLP activation to GELU ![](https://devin.ai/assets/images/desktop/hero/icons/chat-gpt.svg)42m ago·![](https://devin.ai/assets/images/desktop/hero/icons/IconRequestClosed.svg) Sessions ![](https://devin.ai/_next/image?url=%2Fassets%2Fimages%2Fdesktop%2Fhero%2Ficons%2Favatar.png\&w=48\&q=75\&dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya)![](https://devin.ai/assets/images/desktop/hero/icons/IconChevronDownMedium.svg) Board List Display![](https://devin.ai/assets/images/desktop/hero/icons/IconChevronDownMedium.svg) Status![](https://devin.ai/assets/images/desktop/hero/icons/IconChevronDownMedium.svg) Space![](https://devin.ai/assets/images/desktop/hero/icons/IconChevronDownMedium.svg) Pull request![](https://devin.ai/assets/images/desktop/hero/icons/IconChevronDownMedium.svg) Agent![](https://devin.ai/assets/images/desktop/hero/icons/IconChevronDownMedium.svg) Clear filters ![](https://devin.ai/assets/images/desktop/hero/icons/IconPlanning.svg) Running2 Widen the model hidden dimension Working... Learning rate tuning Increase the Muon matrix learning rate ![](https://devin.ai/assets/images/desktop/hero/icons/IconCloudSimple.svg)Working... ![](https://devin.ai/assets/images/desktop/hero/icons/IconCheckmark1.svg) Waiting for review2 Learning rate tuning Add a learning rate warmup phase ![](https://devin.ai/assets/images/desktop/hero/icons/IconCloudSimple.svg)PR is ready• ![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg) Learning rate tuning Tune the WSD warmdown ratio Waiting for CI• ![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg) ![](https://devin.ai/assets/images/desktop/hero/icons/IconCheckmark1.svg) Done3 Switch the MLP activation to GELU ![](https://devin.ai/assets/images/desktop/hero/icons/chat-gpt.svg)42m ago• ![](https://devin.ai/assets/images/desktop/hero/icons/IconRequestClosed.svg) Establish the training baseline ![](https://devin.ai/assets/images/desktop/hero/icons/IconCloudSimple.svg)3h ago• ![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg) Add QK-norm and value embeddings 1h ago• ![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg) ![](https://devin.ai/assets/images/desktop/hero/icons/IconMergeBranch.svg)main Launchpad 0 0 Screen Reader Optimized Ln 231, Col 29 Spaces: 2 UTF-8 { } TypeScript JSX Cognition Platform (Enterprise) Windsurf - 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Using the [Agent Client Protocol (ACP)](https://docs.devin.ai/desktop/acp), you can manage your favorite agents and all the frontier models in one place ![](https://devin.ai/_next/image?url=%2Fassets%2Fimages%2Fnew-home%2Fgraphic-backgrounds%2Fbg-3.jpg\&w=3840\&q=75\&dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya) micrograd Implement backprop implement backprop from scratch: a minimal scalar autograd engine, like micrograd I'll build a single \`Value\` type that records the computation graph as expressions run, then backpropagates with reverse-mode autodiff. Starting from an empty repo with the node scaffold: the data, its gradient, and the edges to its parents. engine.py+9 Each forward op returns a new \`Value\` and stashes a local \`\_backward\` closure, the chain rule for that op, pushing the output gradient into its inputs. engine.py+17 engine.py+13 Now the backward pass itself: topologically order the graph from the output, seed its gradient to 1, and run the stored closures in reverse so each node is fully accumulated before its parents are reached. engine.py+12 Sanity-checking the gradients against PyTorch on a small expression with a reused variable, so the accumulation is actually exercised. test\_engine.py+9 python -m pytest test\_engine.py -q Done. A \~50-line autograd engine, written from scratch. \`backward()\` topo-sorts the graph and applies each op’s local gradient in reverse, accumulating with \`+=\` so reused sub-expressions sum correctly. The gradient check matches PyTorch to 1e-6. Code [](https://docs.windsurf.com/windsurf/models) Local micrograd ## A team of agents for every engineer You decide what to build, then agents write the code, chase the edge cases, and test every detail ![](https://devin.ai/_next/image?url=%2Fassets%2Fimages%2Fnew-home%2Fgraphic-backgrounds%2Fbg-1.jpg\&w=3840\&q=75\&dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya) Agents Home New session Migrate billing to Stripe v3Coordinating 8 subagents Port webhook handlersReview PRs·![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)5 Audit Stripe v2 call sitesDone·![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)1 Rebuild billing settings pageWorking·![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)2 Write checkout e2e testsWaiting for CI·![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)2 Backfill invoice tax fieldsPR is approved·![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)2 Fix flaky refund testPR is approved·![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)1 Update API reference docsReview PRs·![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)2 Remove v2 clientWaiting on 2 subagents·![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)1 Migrate billing to Stripe v38 subagents · 16 PRs ## Your development environment, everywhere you go Close your laptop, open another. Your environment is still running with Devin ![](https://devin.ai/_next/image?url=%2Fassets%2Fimages%2Fnew-home%2Fgraphic-backgrounds%2Fbg-2.jpg\&w=3840\&q=75\&dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya) server.ts 1import { createServer } from "./http"; 2import { routes } from "./routes"; 3 4const app = createServer({ routes }); 5 6app.listen(8080, () => { 7 log.info("api ready on :8080"); 8}); Running in the cloud· API on :8080 Files5 running apps api server.ts billing-worker.ts web checkout.tsx theme.css db seed.sql docker-compose.yml .env.local package.json ![](https://devin.ai/_next/image?url=%2Fassets%2Fimages%2Fnew-home%2Fgraphic-backgrounds%2Fbg-2.jpg\&w=3840\&q=75\&dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya) billing Migrate billing to Stripe v3 Migrate billing from Stripe v2 to v3 I split this into 4 subagents. Each one opens its own PRs. Port webhook handlersPRs are ready ![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)3 ![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)api: add v3 webhook router ![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)api: verify webhook signatures ![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)api: retry failed events Rebuild billing settings pagePRs are ready ![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)2 Write checkout e2e testsPRs are ready ![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)2 Backfill invoice tax fieldsPRs are ready ![](https://devin.ai/assets/images/desktop/hero/icons/IconPullRequest.svg)2 ### Coordinate your agent swarm Complete long running tasks with Devin coordinating subagents,\ each producing its own PRs ![](https://devin.ai/_next/image?url=%2Fassets%2Fimages%2Fnew-home%2Fgraphic-backgrounds%2Fbg-3.jpg\&w=3840\&q=75\&dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya) shop-api Fix flaky checkout test Fix the flaky checkout test, then run the full suite Fixed a race in the payment mock. The full suite runs on Python 3.10 to 3.13 and takes about 40 minutes. Running locally MacBook Devin Cloud Conversationsame context Branchfix-flaky-checkout Tests4 Python versions in parallel Ask anything shop-api ### Handoff between local and cloud agents Run sessions on your machine or in Devin Cloud, and move between them with the same context ## Manage any agent in one place [![](https://devin.ai/images/acp-logos/logo-00-devin.svg)](https://docs.devin.ai/desktop/acp)[![](https://devin.ai/images/acp-logos/logo-01.svg)](https://docs.devin.ai/desktop/acp)[![](https://devin.ai/images/acp-logos/logo-02.svg)](https://docs.devin.ai/desktop/acp)[![](https://devin.ai/images/acp-logos/logo-05.svg)](https://docs.devin.ai/desktop/acp)[![](https://devin.ai/images/acp-logos/logo-06.svg)](https://docs.devin.ai/desktop/acp)[![](https://devin.ai/images/acp-logos/logo-07.svg)](https://docs.devin.ai/desktop/acp)[![](https://devin.ai/images/acp-logos/logo-08.svg)](https://docs.devin.ai/desktop/acp)[![](https://devin.ai/images/acp-logos/logo-10.svg)](https://docs.devin.ai/desktop/acp)[![](https://devin.ai/images/acp-logos/logo-11.svg)](https://docs.devin.ai/desktop/acp) ![](https://devin.ai/_next/image?url=%2Fassets%2Fimages%2Fnew-home%2Fgraphic-backgrounds%2Fbg-4.jpg\&w=3840\&q=75\&dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya) Fast ContextWhere is reconciliation scheduled? ### Instant codebase context Finds the exact files and lines your agent needs in milliseconds with Fast Context ![](https://devin.ai/_next/image?url=%2Fassets%2Fimages%2Fnew-home%2Fgraphic-backgrounds%2Fbg-5.jpg\&w=3840\&q=75\&dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya) onboarding-flow Review ### Built-in Devin Review Rapidly review every diff using Devin Review from where you code ![](https://devin.ai/_next/image?url=%2Fassets%2Fimages%2Fnew-home%2Ffrontier-models%2Fbackground-1.jpg\&w=3840\&q=75\&dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya)![](https://devin.ai/_next/image?url=%2Fassets%2Fimages%2Fnew-home%2Ffrontier-models%2Fbackground-2.png\&w=3840\&q=75\&dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya)![](https://devin.ai/_next/image?url=%2Fassets%2Fimages%2Fnew-home%2Ffrontier-models%2Fbackground-3.png\&w=3840\&q=75\&dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya) Fusion Pairs frontier intelligence with cost-efficient execution LeadClaude Fable 5.1![](https://devin.ai/assets/images/new-home/frontier-models/chevron-down.svg?dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya) EffortHigh![](https://devin.ai/assets/images/new-home/frontier-models/chevron-down.svg?dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya) SidekickSWE-2 High![](https://devin.ai/assets/images/new-home/frontier-models/chevron-down.svg?dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya) Fast mode Fusion ### Cost-effective frontier results Devin Fusion pairs a frontier lead model with a cheaper sidekick that executes ![](https://devin.ai/_next/image?url=%2Fassets%2Fimages%2Fnew-home%2Fgraphic-backgrounds%2Fbg-6.jpg\&w=3840\&q=75\&dpl=dpl_7udt9GU4ELEGd4frBZAsuke3v9Ya) ### Tab, Tab, Ship Supercomplete predicts your next thought, not just your next edit ## Teams building with Devin Desktop Modal > “Our engineers run multiple agents every day and Devin Desktop is the first tool that lets them manage all of them together, with shared context, from one place.” Rahul ChalamalaMember of Technical Staff\ Modal Intact Financial > “\[Devin Desktop] is snappier, it's accessible, and it fits the way a lot of our developers are working today.” Ciprian NechitaSenior IT Architect\ Intact Financial NVIDIA > “NVIDIA is joining Cognition's research preview for multi-agent support in Devin Desktop. Our engineers run multiple agents across complex workflows every day, and we're excited to help define how they share context and coordinate in one place.” Subhash RanjanEngineering Lead - AI Tools\ NVIDIA Harvey > “With Devin Desktop's support for custom background agents, that context now extends to every engineer's laptop, so humans and agents work from the same shared understanding instead of starting from scratch.” Joey WangEngineering Lead\ Harvey Ramp > “Devin Desktop makes it easy to dispatch and monitor our array of agents from a single command center. 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Devin Desktop is the new name for Windsurf. We’re building on the IDE foundation of Windsurf to introduce the command center for managing all your agents in one place. The Agent Command Center (Spaces, Kanban view, and multi-agent management) is front and center, while the full IDE experience you know remains fully accessible. [Read the announcement →](https://devin.ai/blog/windsurf-is-now-devin-desktop) How do I upgrade to Devin Desktop from Windsurf? Devin Desktop arrives as a standard over-the-air update, so your plan, pricing, extensions, and settings all carry over automatically. You can also download the latest Devin Desktop version from the [download page](https://devin.ai/download). Will I lose anything if I update? The IDE, your extensions, workflows, settings, and in-progress work will all remain intact and will be fully migrated when you update. Only the name and branding are changing. 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