<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0"><channel><title>Pulumi Blog: Michael Fallihee</title><link>https://www.pulumi.com/blog/author/michael-fallihee/</link><description>Pulumi blog posts: Michael Fallihee.</description><language>en-us</language><pubDate>Fri, 05 Jun 2026 00:00:00 +0000</pubDate><item><title>Trigger Deployments on Git Tags</title><link>https://www.pulumi.com/blog/trigger-deployments-on-git-tags/</link><pubDate>Fri, 05 Jun 2026 00:00:00 +0000</pubDate><guid>https://www.pulumi.com/blog/trigger-deployments-on-git-tags/</guid><description>
&lt;img src="https://www.pulumi.com/images/generated/blog/trigger-deployments-on-git-tags/index.png" /&gt;
&lt;p&gt;A git tag is how many teams mark a release as ready. Pulumi Deployments can now act on that signal directly: configure a tag-based trigger, push a version tag like &lt;code&gt;v1.2.0&lt;/code&gt;, and Pulumi automatically runs &lt;code&gt;pulumi up&lt;/code&gt; for your stack. No extra pipeline glue, no manual click — your release tag &lt;em&gt;is&lt;/em&gt; the deployment.&lt;/p&gt;
&lt;h2 id="why-tags"&gt;Why tags?&lt;/h2&gt;
&lt;p&gt;&lt;a href="https://www.pulumi.com/docs/deployments/deployments/using/triggers/#push-to-deploy"&gt;Push to Deploy&lt;/a&gt; has long let you preview changes on a pull request and update a stack when commits merge to a branch. That branch-based model is a great fit for continuous delivery to shared development and QA environments, where every merge should flow straight through.&lt;/p&gt;
&lt;p&gt;But promotion to production is often deliberate, not continuous. You merge throughout the day, then decide — separately — that a particular commit is the release. The conventional way to record that decision is a git tag: &lt;code&gt;v1.2.0&lt;/code&gt;, &lt;code&gt;2026.06.0&lt;/code&gt;, &lt;code&gt;release-2026-06-04&lt;/code&gt;. Tagging is already part of most teams&amp;rsquo; release rituals.&lt;/p&gt;
&lt;p&gt;Tag-based triggers connect that ritual to your infrastructure. Instead of wiring up a separate CI job to call the &lt;a href="https://www.pulumi.com/docs/deployments/deployments/using/triggers/#rest-api"&gt;Pulumi Deployments REST API&lt;/a&gt; on a tag event, you configure the trigger once in your stack&amp;rsquo;s deployment settings and let Pulumi handle the rest.&lt;/p&gt;
&lt;h2 id="how-it-works"&gt;How it works&lt;/h2&gt;
&lt;p&gt;Tag triggers are controlled by two settings on your stack&amp;rsquo;s &lt;a href="https://www.pulumi.com/docs/deployments/deployments/using/settings/"&gt;deployment configuration&lt;/a&gt;:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Run updates for pushed tags&lt;/strong&gt; — a toggle that enables running &lt;code&gt;pulumi up&lt;/code&gt; when a matching tag is pushed.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Tag filters&lt;/strong&gt; — a list of glob patterns that decide which tag names qualify.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Tag filters use the same model as the &lt;a href="https://www.pulumi.com/docs/deployments/deployments/using/settings/#path-filtering"&gt;path filters&lt;/a&gt; you may already know, except the patterns match against the tag name rather than changed file paths. A few examples:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;v*&lt;/code&gt; — deploy on any tag beginning with &lt;code&gt;v&lt;/code&gt;, such as &lt;code&gt;v1.0.0&lt;/code&gt; and &lt;code&gt;v2.3.1&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;v*&lt;/code&gt; plus &lt;code&gt;!*-rc*&lt;/code&gt; — deploy on release tags but skip release candidates like &lt;code&gt;v1.2.0-rc1&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;2026.*&lt;/code&gt; — deploy on calendar-versioned releases such as &lt;code&gt;2026.06.0&lt;/code&gt;.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Filters prefixed with &lt;code&gt;!&lt;/code&gt; are exclusions, and an exclusion always wins over an include. With no filters configured and the toggle on, every tag push deploys. Deleting a tag never triggers a deployment.&lt;/p&gt;
&lt;p&gt;When a tag push kicks off a deployment, Pulumi sets the &lt;code&gt;PULUMI_CI_TAG_NAME&lt;/code&gt; environment variable to the tag name. Your pre-run commands or your Pulumi program can read it — for example, to stamp the release version onto a resource tag or an application config value.&lt;/p&gt;
&lt;h2 id="works-across-every-vcs-integration"&gt;Works across every VCS integration&lt;/h2&gt;
&lt;p&gt;Tag triggers are available across all five version control integrations: &lt;a href="https://www.pulumi.com/docs/integrations/version-control/github-app/"&gt;GitHub&lt;/a&gt;, &lt;a href="https://www.pulumi.com/docs/integrations/version-control/gitlab/"&gt;GitLab&lt;/a&gt;, &lt;a href="https://www.pulumi.com/docs/integrations/version-control/bitbucket/"&gt;Bitbucket&lt;/a&gt;, &lt;a href="https://www.pulumi.com/docs/integrations/version-control/azure-devops-integration/"&gt;Azure DevOps&lt;/a&gt;, and &lt;a href="https://www.pulumi.com/docs/integrations/version-control/custom-vcs/"&gt;Custom VCS&lt;/a&gt;.&lt;/p&gt;
&lt;h2 id="get-started"&gt;Get started&lt;/h2&gt;
&lt;p&gt;You can configure tag triggers wherever you manage deployment settings today — the &lt;a href="https://app.pulumi.com/signin"&gt;Pulumi Cloud console&lt;/a&gt;, the &lt;a href="https://www.pulumi.com/docs/reference/cloud-rest-api/deployments/#patch-settings"&gt;REST API&lt;/a&gt;, or as code with the &lt;a href="https://www.pulumi.com/registry/packages/pulumiservice/api-docs/deploymentsettings/"&gt;&lt;code&gt;pulumiservice.DeploymentSettings&lt;/code&gt;&lt;/a&gt; resource.&lt;/p&gt;
&lt;p&gt;To try it out:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;Open a stack&amp;rsquo;s &lt;strong&gt;Settings &amp;gt; Deploy&lt;/strong&gt; tab in the Pulumi Cloud console.&lt;/li&gt;
&lt;li&gt;Enable &lt;strong&gt;Run updates for pushed tags&lt;/strong&gt; and add a tag filter such as &lt;code&gt;v*&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;Push a tag — &lt;code&gt;git tag v1.0.0 &amp;amp;&amp;amp; git push origin v1.0.0&lt;/code&gt; — and watch the deployment run.&lt;/li&gt;
&lt;/ol&gt;
&lt;p&gt;For the full details, see the &lt;a href="https://www.pulumi.com/docs/deployments/deployments/using/triggers/#deploying-on-git-tags"&gt;deployment triggers&lt;/a&gt; and &lt;a href="https://www.pulumi.com/docs/deployments/deployments/using/settings/#tag-filtering"&gt;tag filtering&lt;/a&gt; documentation. We&amp;rsquo;d love to hear how you put tag-based deployments to work.&lt;/p&gt;</description><author>Michael Fallihee</author><category>features</category><category>pulumi-cloud</category><category>announcements</category></item><item><title>Better CLI Interactions for Agents and Humans</title><link>https://www.pulumi.com/blog/better-cli-interactions-for-agents-and-humans/</link><pubDate>Tue, 19 May 2026 04:00:00 -0700</pubDate><guid>https://www.pulumi.com/blog/better-cli-interactions-for-agents-and-humans/</guid><description>
&lt;img src="https://www.pulumi.com/images/generated/blog/better-cli-interactions-for-agents-and-humans/index.png" /&gt;
&lt;p&gt;AI agents do a lot of their work through CLIs. They&amp;rsquo;re easier to call than HTTP APIs and they produce predictable output. Over the last few months our own CLI traffic has shifted from mostly people typing commands to people and agents running commands together, often in the same session.&lt;/p&gt;
&lt;p&gt;Today we&amp;rsquo;re shipping a release built for both. The &lt;a href="https://www.pulumi.com/docs/iac/cli/"&gt;Pulumi CLI&lt;/a&gt; is reorganized around three ideas: the right command should be the one you can guess, anything you can do in &lt;a href="https://www.pulumi.com/product/pulumi-cloud/"&gt;Pulumi Cloud&lt;/a&gt; should also be doable from the terminal, and what comes back should be just as readable to an agent as it is to a person.&lt;/p&gt;
&lt;h2 id="designing-for-guessability"&gt;Designing for guessability&lt;/h2&gt;
&lt;p&gt;The bar we set was that both developers and coding agents should be able to guess at the right command for a particular task: &lt;code&gt;pulumi env edit&lt;/code&gt; to modify an environment, &lt;code&gt;pulumi stack get&lt;/code&gt; to see what&amp;rsquo;s going on with a stack, &lt;code&gt;pulumi org member list&lt;/code&gt; to see who&amp;rsquo;s on the team. If we had to explain which command did what, the usability bar hadn&amp;rsquo;t been met.&lt;/p&gt;
&lt;p&gt;Branches in the tree are now singular nouns like &lt;code&gt;stack&lt;/code&gt;, &lt;code&gt;env&lt;/code&gt;, &lt;code&gt;org&lt;/code&gt;, and &lt;code&gt;deployment&lt;/code&gt;. Leaves are now verbs from a canonical vocabulary — &lt;code&gt;list&lt;/code&gt;, &lt;code&gt;get&lt;/code&gt;, &lt;code&gt;set&lt;/code&gt;, &lt;code&gt;new&lt;/code&gt;, &lt;code&gt;edit&lt;/code&gt;, &lt;code&gt;remove&lt;/code&gt; — and they mean the same thing wherever they&amp;rsquo;re used. &lt;code&gt;edit&lt;/code&gt; always means &lt;em&gt;modify an existing thing&lt;/em&gt;. Wherever the old vocabulary differed, though, the old name still works: &lt;code&gt;ls&lt;/code&gt;, &lt;code&gt;rm&lt;/code&gt;, &lt;code&gt;update&lt;/code&gt;, and &lt;code&gt;open&lt;/code&gt; are all aliased to preserve backward compatibility.&lt;/p&gt;
&lt;p&gt;For the most part, product names have also been replaced with familiar nouns. Users (human or otherwise) don&amp;rsquo;t think in product names; they think in terms of resources, stacks, environments. For example, take &lt;a href="https://www.pulumi.com/esc/"&gt;Pulumi ESC&lt;/a&gt;: the product may be named ESC (and for a while the command was too), but nobody thinks &lt;em&gt;I need to initialize a new ESC&lt;/em&gt; — they think &lt;em&gt;I need to create a new environment&lt;/em&gt;. The command is therefore &lt;code&gt;pulumi env new&lt;/code&gt;, with &lt;code&gt;esc init&lt;/code&gt; preserved as an alias to avoid disrupting anyone&amp;rsquo;s existing workflows.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;$ pulumi env new my-project my-env
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;Environment created.
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h2 id="all-of-pulumi-cloud-in-the-terminal"&gt;All of Pulumi Cloud in the terminal&lt;/h2&gt;
&lt;p&gt;Up to now, most of what you could do with Pulumi Cloud had to be done either in the browser or through direct API calls. Things like reviewing deployments, setting up webhooks, finding non-compliant resources, or managing deployment settings all required you to break out &lt;code&gt;curl&lt;/code&gt; and hit the API docs or open a browser and navigate the Pulumi Cloud console.&lt;/p&gt;
&lt;p&gt;That changes today. Pulumi Cloud is now fully accessible from the command line through the &lt;code&gt;pulumi&lt;/code&gt; CLI, with consistently named nouns and verbs aligned to what you&amp;rsquo;d expect:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;code&gt;pulumi stack get&lt;/code&gt; returns a complete stack overview, metadata, resource list, and more:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;$ pulumi stack get &lt;span class="se"&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; --stack cnunciato/chris.nunciato.org/production &lt;span class="se"&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; --output json &lt;span class="p"&gt;|&lt;/span&gt; jq -r &lt;span class="s2"&gt;&amp;#34;.resources[].type&amp;#34;&lt;/span&gt; &lt;span class="p"&gt;|&lt;/span&gt; grep &lt;span class="s2"&gt;&amp;#34;aws:s3&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;aws:s3:BucketEventSubscription
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;aws:s3/bucket:Bucket
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;aws:s3/bucket:Bucket
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;aws:s3/bucketPublicAccessBlock:BucketPublicAccessBlock
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;aws:s3/bucketWebsiteConfiguration:BucketWebsiteConfiguration
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;aws:s3/bucketOwnershipControls:BucketOwnershipControls
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;aws:s3/bucketNotification:BucketNotification
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;&amp;hellip; with other stack-related commands like &lt;code&gt;pulumi stack history get events&lt;/code&gt;, &lt;code&gt;pulumi stack drift list&lt;/code&gt;, &lt;code&gt;pulumi stack schedule new&lt;/code&gt;, and &lt;code&gt;pulumi stack webhook new&lt;/code&gt; alongside it.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Organizational commands like &lt;code&gt;pulumi org member list&lt;/code&gt;, &lt;code&gt;pulumi org role list&lt;/code&gt;, &lt;code&gt;pulumi org usage get&lt;/code&gt;, and &lt;code&gt;pulumi org audit-log export&lt;/code&gt; can help you dig into the details when you need to as well.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Deployment-related commands like &lt;code&gt;pulumi deployment list&lt;/code&gt;, &lt;code&gt;get&lt;/code&gt;, &lt;code&gt;log&lt;/code&gt;, and &lt;code&gt;cancel&lt;/code&gt; let you see what&amp;rsquo;s running, dive into what happened, and take action without having to leave the terminal.&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;$ pulumi deployment list &lt;span class="se"&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; --stack cnunciato/chris.nunciato.org/production &lt;span class="se"&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; --output table
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;┌──────────────────────────────────────┬───────────┬─────────┬───────────┬──────────────┬─────────────────────────┐
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ ID │ OPERATION │ VERSION │ STATUS │ INITIATED BY │ MODIFIED │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;├──────────────────────────────────────┼───────────┼─────────┼───────────┼──────────────┼─────────────────────────┤
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ 83e44b8c-643c-4e9f-9f36-0c6a81d9db2e │ update │ &lt;span class="m"&gt;140&lt;/span&gt; │ running │ cnunciato │ 2026-05-17 21:26:37.340 │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ 52a37cbe-b7fd-4027-8e0f-7b4785ab12e8 │ update │ &lt;span class="m"&gt;139&lt;/span&gt; │ succeeded │ cnunciato │ 2026-05-16 23:36:07.999 │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ 94e04525-b3a4-42b5-9987-e344018a3324 │ preview │ &lt;span class="m"&gt;138&lt;/span&gt; │ succeeded │ cnunciato │ 2026-05-16 23:29:19.709 │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;└──────────────────────────────────────┴───────────┴─────────┴───────────┴──────────────┴─────────────────────────┘
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;And when you need to query across managed (and even unmanaged) resources, &lt;code&gt;pulumi insights resource search&lt;/code&gt; and &lt;code&gt;get&lt;/code&gt; can help you find what you&amp;rsquo;re looking for quickly:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;$ pulumi insights resource search &lt;span class="se"&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; --query &lt;span class="s1"&gt;&amp;#39;type:aws:s3/bucket:Bucket org:cnunciato project:photomap stack:dev&amp;#39;&lt;/span&gt; &lt;span class="se"&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; --output table
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;┌──────────────────────────────────────────────────────────────────────────┬──────────────────────┬───────┬──────────────────────────┐
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ URN │ TYPE │ STACK │ MODIFIED │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;├──────────────────────────────────────────────────────────────────────────┼──────────────────────┼───────┼──────────────────────────┤
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ urn:pulumi:dev::photomap::aws:apigateway:x:API&lt;span class="nv"&gt;$aws&lt;/span&gt;:s3/bucket:Bucket::api │ aws:s3/bucket:Bucket │ dev │ 2020-10-31T00:39:47.926Z │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ urn:pulumi:dev::photomap::aws:s3/bucket:Bucket::images │ aws:s3/bucket:Bucket │ dev │ 2020-10-31T00:39:47.926Z │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;└──────────────────────────────────────────────────────────────────────────┴──────────────────────┴───────┴──────────────────────────┘
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;Showing &lt;span class="m"&gt;2&lt;/span&gt; of &lt;span class="m"&gt;2&lt;/span&gt; resources.
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Flags and output formats are consistent across commands (&lt;code&gt;--output table&lt;/code&gt;, &lt;code&gt;json&lt;/code&gt;), as are the shapes of cross-cutting features like webhooks. If you&amp;rsquo;ve used &lt;code&gt;pulumi stack webhook&lt;/code&gt;, for example, you already know how to use &lt;code&gt;pulumi env webhook&lt;/code&gt; and &lt;code&gt;pulumi org webhook&lt;/code&gt;, and so on.&lt;/p&gt;
&lt;h2 id="direct-access-to-the-pulumi-cloud-api"&gt;Direct access to the Pulumi Cloud API&lt;/h2&gt;
&lt;p&gt;For any features of Pulumi Cloud that don&amp;rsquo;t yet have their own commands, you&amp;rsquo;ve also got &lt;a href="https://www.pulumi.com/docs/iac/cli/api/"&gt;&lt;code&gt;pulumi api&lt;/code&gt;&lt;/a&gt;. It&amp;rsquo;s a &lt;code&gt;gh api&lt;/code&gt;-inspired command designed to give you direct access to the full REST API, without having to manage separate access tokens, auth settings, or request/response payloads. Everything is handled for you through your authenticated &lt;code&gt;pulumi&lt;/code&gt; CLI.&lt;/p&gt;
&lt;p&gt;There&amp;rsquo;s even &lt;code&gt;pulumi api list&lt;/code&gt;, which enumerates every single endpoint that&amp;rsquo;s exposed:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;$ pulumi api list
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;┌───────────────┬────────┬───────────────────────────────────────┬──────────────────────────────┐
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ TAG │ METHOD │ PATH │ SUMMARY │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;├───────────────┼────────┼───────────────────────────────────────┼──────────────────────────────┤
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ AccessTokens │ GET │ /api/orgs/&lt;span class="o"&gt;{&lt;/span&gt;orgName&lt;span class="o"&gt;}&lt;/span&gt;/tokens │ ListOrgTokens │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ AccessTokens │ POST │ /api/orgs/&lt;span class="o"&gt;{&lt;/span&gt;orgName&lt;span class="o"&gt;}&lt;/span&gt;/tokens │ CreateOrgToken │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ AccessTokens │ DELETE │ /api/orgs/&lt;span class="o"&gt;{&lt;/span&gt;orgName&lt;span class="o"&gt;}&lt;/span&gt;/tokens/&lt;span class="o"&gt;{&lt;/span&gt;tokenId&lt;span class="o"&gt;}&lt;/span&gt; │ DeleteOrgToken │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ AccessTokens │ GET │ /api/user/tokens │ ListPersonalTokens │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ AccessTokens │ POST │ /api/user/tokens │ CreatePersonalToken │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ AccessTokens │ DELETE │ /api/user/tokens/&lt;span class="o"&gt;{&lt;/span&gt;tokenId&lt;span class="o"&gt;}&lt;/span&gt; │ DeletePersonalToken │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;...
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="m"&gt;537&lt;/span&gt; operations. Pass --output&lt;span class="o"&gt;=&lt;/span&gt;json &lt;span class="k"&gt;for&lt;/span&gt; a stable, scriptable contract.
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;To get the details about a particular API, use &lt;code&gt;pulumi api describe&lt;/code&gt;:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;$ pulumi api describe &lt;span class="s1"&gt;&amp;#39;DELETE /api/user/tokens/{tokenId}&amp;#39;&lt;/span&gt; &lt;span class="c1"&gt;# or DeletePersonalToken&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;DELETE /api/user/tokens/&lt;span class="o"&gt;{&lt;/span&gt;tokenId&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;Tag: AccessTokens
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;Operation: DeletePersonalToken
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;DeletePersonalToken
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;Permanently deletes a personal access token by its identifier. The token is immediately
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;invalidated and can no longer be used &lt;span class="k"&gt;for&lt;/span&gt; authentication. Returns &lt;span class="m"&gt;204&lt;/span&gt; on success or &lt;span class="m"&gt;404&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="k"&gt;if&lt;/span&gt; the token does not exist.
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;Parameters:
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="o"&gt;[&lt;/span&gt;path&lt;span class="o"&gt;]&lt;/span&gt; tokenId* &lt;span class="o"&gt;(&lt;/span&gt;string&lt;span class="o"&gt;)&lt;/span&gt; — The access token identifier
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;All requests are made through your authenticated &lt;code&gt;pulumi&lt;/code&gt; CLI:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;$ pulumi login
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;Logged in to pulumi.com as cnunciato.
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;$ pulumi whoami
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;cnunciato
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;$ pulumi api /api/user/tokens/2cf15c7d-afad-458f-ace0-fc7ff0512b10 &lt;span class="se"&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; --method DELETE &lt;span class="o"&gt;&amp;amp;&amp;amp;&lt;/span&gt; &lt;span class="nb"&gt;echo&lt;/span&gt; &lt;span class="s2"&gt;&amp;#34;Token deleted.&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;Token deleted.
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Newly published endpoints are available through &lt;code&gt;pulumi api&lt;/code&gt; immediately, so you don&amp;rsquo;t have to wait for a new CLI release before you can start using them. See the &lt;a href="https://www.pulumi.com/docs/reference/cloud-rest-api/"&gt;Pulumi Cloud REST API documentation&lt;/a&gt; to learn more.&lt;/p&gt;
&lt;h2 id="finding-templates-in-the-pulumi-cloud-registry"&gt;Finding templates in the Pulumi Cloud Registry&lt;/h2&gt;
&lt;p&gt;Finding out which templates are available to you through your Pulumi organization used to mean having to navigate to the &lt;a href="https://www.pulumi.com/registry/"&gt;Pulumi Cloud Registry&lt;/a&gt; and start searching. The new &lt;code&gt;pulumi template&lt;/code&gt; commands make this easier by letting you ask for what&amp;rsquo;s available right from the shell, either by fetching the full list or filtering with the &lt;code&gt;--name&lt;/code&gt; or &lt;code&gt;--search&lt;/code&gt; params:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;$ pulumi template list --search &lt;span class="s2"&gt;&amp;#34;container typescript&amp;#34;&lt;/span&gt; --org cnunciato
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;┌─────────────────────────────────────────────┬────────┬────────────┬────────────┐
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ Name │ Source │ Language │ Visibility │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;├─────────────────────────────────────────────┼────────┼────────────┼────────────┤
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ pulumi/templates/container-aws-typescript │ github │ typescript │ public │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ pulumi/templates/container-azure-typescript │ github │ typescript │ public │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;│ pulumi/templates/container-gcp-typescript │ github │ typescript │ public │
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;└─────────────────────────────────────────────┴────────┴────────────┴────────────┘
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;This is especially useful when you&amp;rsquo;re working with an agent because it helps the agent discover your org&amp;rsquo;s approved templates without having to name them. Start with a prompt that tells the agent what you want to build, and let the agent find the right template for you.&lt;/p&gt;
&lt;h2 id="agent-friendly-markdown-docs-for-providers-and-components"&gt;Agent-friendly Markdown docs for providers and components&lt;/h2&gt;
&lt;p&gt;Both humans and agents need to be able to understand what&amp;rsquo;s inside a Pulumi package before they can use it. And while the &lt;a href="https://www.pulumi.com/registry/"&gt;Registry&lt;/a&gt; is an excellent resource for that, it was mainly designed to deliver HTML — a human-friendly format that agents can certainly use, but that&amp;rsquo;s much more verbose than they actually need.&lt;/p&gt;
&lt;p&gt;With &lt;code&gt;pulumi api&lt;/code&gt;, agents can fetch the details about a package from the Registry directly and get back those details either in &lt;code&gt;markdown&lt;/code&gt; or &lt;code&gt;json&lt;/code&gt;, whichever works best, filtering on properties like language where applicable:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;$ pulumi api &lt;span class="s2"&gt;&amp;#34;/api/registry/packages/pulumi/pulumi/random/versions/4.19.1&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;name&amp;#34;&lt;/span&gt;: &lt;span class="s2"&gt;&amp;#34;random&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;publisher&amp;#34;&lt;/span&gt;: &lt;span class="s2"&gt;&amp;#34;pulumi&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;publisherDisplayName&amp;#34;&lt;/span&gt;: &lt;span class="s2"&gt;&amp;#34;Pulumi&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;source&amp;#34;&lt;/span&gt;: &lt;span class="s2"&gt;&amp;#34;pulumi&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;version&amp;#34;&lt;/span&gt;: &lt;span class="s2"&gt;&amp;#34;4.19.1&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;description&amp;#34;&lt;/span&gt;: &lt;span class="s2"&gt;&amp;#34;A Pulumi package to safely use randomness in Pulumi programs.&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;repoUrl&amp;#34;&lt;/span&gt;: &lt;span class="s2"&gt;&amp;#34;https://github.com/pulumi/pulumi-random&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; ...
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;div class="highlight"&gt;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;$ pulumi api &lt;span class="s2"&gt;&amp;#34;/api/registry/packages/pulumi/pulumi/random/versions/4.19.1/docs/random%3Aindex%2FrandomPassword%3ARandomPassword&amp;#34;&lt;/span&gt; &lt;span class="se"&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; --output markdown
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# RandomPassword&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;resource &lt;span class="sb"&gt;`&lt;/span&gt;random:index/randomPassword:RandomPassword&lt;span class="sb"&gt;`&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;## Example Usage&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;package main
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;...
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Resources are individually addressable using their URL-encoded Pulumi type tokens — e.g., &lt;code&gt;random:index/randomPassword:RandomPassword&lt;/code&gt; — and API endpoints are configured to deliver Markdown when agents ask for it:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;$ curl &lt;span class="s2"&gt;&amp;#34;https://api.pulumi.com/api/registry/packages/pulumi/pulumi/random/versions/latest/readme?lang=python&amp;#34;&lt;/span&gt; &lt;span class="se"&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; -H &lt;span class="s2"&gt;&amp;#34;Accept: text/markdown&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="c1"&gt;# Installation&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;The Random provider is available as a package in all Pulumi languages:
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;...
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Even compared to JSON (which is itself a significant improvement over HTML), Markdown is a much more token-efficient format for agents to work with:&lt;/p&gt;
&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Package&lt;/th&gt;
&lt;th&gt;Endpoint&lt;/th&gt;
&lt;th&gt;JSON&lt;/th&gt;
&lt;th&gt;Markdown&lt;/th&gt;
&lt;th&gt;Tokens saved&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;random&lt;/td&gt;
&lt;td&gt;&lt;code&gt;/readme&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;10.68 KB&lt;/td&gt;
&lt;td&gt;6.04 KB&lt;/td&gt;
&lt;td&gt;43%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;aws&lt;/td&gt;
&lt;td&gt;&lt;code&gt;/readme&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;4.22 KB&lt;/td&gt;
&lt;td&gt;2.54 KB&lt;/td&gt;
&lt;td&gt;40%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;aws&lt;/td&gt;
&lt;td&gt;&lt;code&gt;/nav?depth=full&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;204 KB&lt;/td&gt;
&lt;td&gt;170 KB&lt;/td&gt;
&lt;td&gt;17%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;aws&lt;/td&gt;
&lt;td&gt;&lt;code&gt;/docs/{resource type token}&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;15.24 KB&lt;/td&gt;
&lt;td&gt;11.28 KB&lt;/td&gt;
&lt;td&gt;26%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;azure-native&lt;/td&gt;
&lt;td&gt;&lt;code&gt;/docs/{resource type token}&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;48.13 KB&lt;/td&gt;
&lt;td&gt;30.37 KB&lt;/td&gt;
&lt;td&gt;37%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;aws&lt;/td&gt;
&lt;td&gt;&lt;code&gt;/docs/{function type token}&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;2.40 KB&lt;/td&gt;
&lt;td&gt;1.46 KB&lt;/td&gt;
&lt;td&gt;39%&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;
&lt;p&gt;Learn more about our Registry endpoints in the &lt;a href="https://www.pulumi.com/docs/reference/cloud-rest-api/registry-preview/"&gt;REST API docs&lt;/a&gt;. (Or just ask your agent!)&lt;/p&gt;
&lt;h2 id="new-to-the-cli-pulumi-neo"&gt;New to the CLI: Pulumi Neo&lt;/h2&gt;
&lt;p&gt;When we launched &lt;a href="https://www.pulumi.com/neo/"&gt;Pulumi Neo&lt;/a&gt; last year, the only way to use it was in the Pulumi Cloud Console. But while there&amp;rsquo;s a ton you can do with Neo in the browser, if you&amp;rsquo;re an engineer already living in the terminal, chances are that eventually you&amp;rsquo;re going to wish you had Neo right in the CLI along with you.&lt;/p&gt;
&lt;p&gt;Now you do. Running &lt;code&gt;pulumi neo&lt;/code&gt; with or without a prompt launches a Pulumi Cloud-connected session that gives Neo access to your local environment just like any other coding agent. Use it on its own to scaffold a new project, understand an existing codebase, or debug a failing deployment — or pull it into an active session with the coding agent you&amp;rsquo;re already using. Either way, it stays in the shell you&amp;rsquo;re already working in.&lt;/p&gt;
&lt;p&gt;We&amp;rsquo;ll cover Neo in the CLI in more detail &lt;a href="https://www.pulumi.com/blog/pulumi-neo-cli/"&gt;later this week&lt;/a&gt;. In the meantime, here&amp;rsquo;s a peek:&lt;/p&gt;
&lt;p&gt;&lt;img src="https://www.pulumi.com/blog/better-cli-interactions-for-agents-and-humans/neo-cli.png" alt="Running Neo in the Pulumi CLI"&gt;&lt;/p&gt;
&lt;h2 id="smaller-changes-that-add-up"&gt;Smaller changes that add up&lt;/h2&gt;
&lt;p&gt;A long list of smaller changes also runs through this release:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;The core loop now speaks JSON end to end, with &lt;code&gt;pulumi up&lt;/code&gt;, &lt;code&gt;pulumi destroy&lt;/code&gt;, and &lt;code&gt;pulumi import&lt;/code&gt; all emitting structured JSON output when called with &lt;code&gt;--output json&lt;/code&gt;.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Streams now behave the way scripts expect them to, with data on stdout, progress and diagnostics on stderr.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Exit codes are more consistent across the board. Every failure mode — auth, resource, policy, missing stack, cancellation, timeout, and others — has its own exit code, so agents can branch on the actual cause instead of having to interpret output. The &lt;a href="https://www.pulumi.com/docs/iac/cli/exit-codes/"&gt;full table&lt;/a&gt; is in the docs.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Help text explains &lt;em&gt;why&lt;/em&gt; a command exists, not just what it does, and includes at least one concrete example. Examples in &lt;code&gt;--help&lt;/code&gt; are one of the most effective ways to improve LLM accuracy on first-try invocations — and it turns out they&amp;rsquo;re pretty handy for humans, too.&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id="a-sneak-peek-at-a-new-command"&gt;A sneak peek at a new command&lt;/h2&gt;
&lt;p&gt;Later this week, you&amp;rsquo;ll get a closer look at &lt;code&gt;pulumi do&lt;/code&gt;, a new top-level command that enables direct resource operations like create, read, update, delete, and list across every Pulumi-supported cloud provider and resource, all in one command. A simple example:&lt;/p&gt;
&lt;div class="highlight"&gt;&lt;pre tabindex="0" class="chroma"&gt;&lt;code class="language-bash" data-lang="bash"&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;$ pulumi &lt;span class="k"&gt;do&lt;/span&gt; aws getAvailabilityZones
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;groupNames&amp;#34;&lt;/span&gt;: &lt;span class="o"&gt;[&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;us-west-2-zg-1&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="o"&gt;]&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;id&amp;#34;&lt;/span&gt;: &lt;span class="s2"&gt;&amp;#34;us-west-2&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;names&amp;#34;&lt;/span&gt;: &lt;span class="o"&gt;[&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;us-west-2a&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;us-west-2b&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;us-west-2c&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;us-west-2d&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="o"&gt;]&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;region&amp;#34;&lt;/span&gt;: &lt;span class="s2"&gt;&amp;#34;us-west-2&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;zoneIds&amp;#34;&lt;/span&gt;: &lt;span class="o"&gt;[&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;usw2-az2&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;usw2-az1&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;usw2-az3&amp;#34;&lt;/span&gt;,
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="s2"&gt;&amp;#34;usw2-az4&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt; &lt;span class="o"&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class="line"&gt;&lt;span class="cl"&gt;&lt;span class="o"&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;It might look like that&amp;rsquo;s calling the AWS CLI, but it&amp;rsquo;s not — it&amp;rsquo;s using &lt;a href="https://www.pulumi.com/registry/packages/aws/api-docs/getavailabilityzones/"&gt;the same AWS provider function&lt;/a&gt; a full Pulumi program would use, only without the program, and invoked directly from the CLI.&lt;/p&gt;
&lt;p&gt;More on how it works, and what you can do with it, in the days ahead.&lt;/p&gt;
&lt;h2 id="try-it-yourself"&gt;Try it yourself&lt;/h2&gt;
&lt;p&gt;A lot of what makes a developer tool worth using is in the details, and most of what&amp;rsquo;s in &lt;a href="https://www.pulumi.com/releases/agentic-infrastructure-era/"&gt;this release&lt;/a&gt; is exactly that, across the whole CLI, with humans and agents in mind.&lt;/p&gt;
&lt;p&gt;We&amp;rsquo;d love for you to &lt;a href="https://www.pulumi.com/docs/get-started/download-install/"&gt;grab the latest release&lt;/a&gt; and give it a try. Tell us what&amp;rsquo;s now easy, what&amp;rsquo;s still hard, and what to fix next on &lt;a href="https://github.com/pulumi/pulumi/issues"&gt;GitHub&lt;/a&gt; or in the &lt;a href="https://slack.pulumi.com/"&gt;community Slack&lt;/a&gt;. The fastest way the CLI gets better is feedback from the humans and agents who live in it.&lt;/p&gt;</description><author>Michael Fallihee</author><author>Christian Nunciato</author><category>features</category><category>pulumi-cli</category><category>ai-agents</category><category>product-launches</category></item><item><title>Connect Any Git or Mercurial Repo to Pulumi with Custom VCS</title><link>https://www.pulumi.com/blog/connect-any-git-server-to-pulumi-deployments-with-custom-vcs/</link><pubDate>Mon, 04 May 2026 00:00:00 +0000</pubDate><guid>https://www.pulumi.com/blog/connect-any-git-server-to-pulumi-deployments-with-custom-vcs/</guid><description>
&lt;img src="https://www.pulumi.com/images/generated/blog/connect-any-git-server-to-pulumi-deployments-with-custom-vcs/index.png" /&gt;
&lt;p&gt;Custom VCS is a new Pulumi Cloud integration that connects any Git or Mercurial version control system to &lt;a href="https://www.pulumi.com/docs/deployments/deployments/"&gt;Pulumi Deployments&lt;/a&gt; using webhooks and centrally managed credentials. Pulumi Cloud already has native integrations with &lt;a href="https://www.pulumi.com/docs/integrations/version-control/github-app/"&gt;GitHub&lt;/a&gt;, &lt;a href="https://www.pulumi.com/docs/integrations/version-control/gitlab/"&gt;GitLab&lt;/a&gt;, and &lt;a href="https://www.pulumi.com/docs/integrations/version-control/azure-devops-integration/"&gt;Azure DevOps&lt;/a&gt;, but if your team uses a self-hosted or third-party VCS, you&amp;rsquo;ve been limited to manually configuring credentials per stack with no webhook-driven automation. Custom VCS closes that gap.&lt;/p&gt;
&lt;h2 id="the-problem"&gt;The problem&lt;/h2&gt;
&lt;p&gt;Many teams run self-hosted or third-party Git servers that Pulumi Cloud doesn&amp;rsquo;t have a native integration for, and some teams still use Mercurial. Until now, their only option was the raw git source approach: embedding credentials directly in each stack&amp;rsquo;s deployment settings, with no way to trigger deployments automatically on push, and no support for Mercurial at all.&lt;/p&gt;
&lt;p&gt;This meant:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;No push-to-deploy&lt;/strong&gt;: Every deployment had to be triggered manually or through a separate CI pipeline.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Scattered credentials&lt;/strong&gt;: Each stack configured its own credentials independently, with no centralized management.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;No org-level integration&lt;/strong&gt;: There was no shared configuration that multiple stacks could reference.&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id="how-custom-vcs-works"&gt;How Custom VCS works&lt;/h2&gt;
&lt;p&gt;Custom VCS integrations introduce an org-level integration type that works with any Git or Mercurial server. The setup has three parts:&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Credentials through ESC&lt;/strong&gt;: Instead of OAuth flows, you store your VCS credentials (a personal access token, SSH key, or username/password) in a &lt;a href="https://www.pulumi.com/docs/esc/"&gt;Pulumi ESC&lt;/a&gt; environment. The same credential structure works for both Git and Mercurial. The integration references this environment by name and resolves credentials at deployment time. Multiple stacks can share the same credentials without duplicating secrets.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Manual repository registration&lt;/strong&gt;: You add repositories to the integration by name. Pulumi joins the repository name with the integration&amp;rsquo;s base URL to form clone URLs. There&amp;rsquo;s no auto-discovery, so you control exactly which repositories are available.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Webhook-driven deployments&lt;/strong&gt;: Pulumi provides a webhook endpoint and an HMAC shared secret. You configure your VCS server to POST a JSON payload on push events, and Pulumi automatically triggers deployments for matching stacks. The webhook supports branch filtering and optional path filtering.&lt;/p&gt;
&lt;h2 id="whats-supported"&gt;What&amp;rsquo;s supported&lt;/h2&gt;
&lt;p&gt;Custom VCS focuses on the deployment automation use case. Here&amp;rsquo;s how it compares to native integrations:&lt;/p&gt;
&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Capability&lt;/th&gt;
&lt;th&gt;Native integrations&lt;/th&gt;
&lt;th&gt;Custom VCS&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Push-to-deploy&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Path filtering&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;PR/MR previews&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Commit status checks&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;PR comments&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Review stacks&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;
&lt;p&gt;Features like PR comments, commit statuses, and review stacks require deep API integration with each VCS platform, so they aren&amp;rsquo;t available with Custom VCS. If your VCS provider is GitHub, GitLab, or Azure DevOps, we recommend using the native integration for the full feature set.&lt;/p&gt;
&lt;h2 id="neo-support"&gt;Neo support&lt;/h2&gt;
&lt;p&gt;&lt;a href="https://www.pulumi.com/docs/ai/"&gt;Neo&lt;/a&gt;, Pulumi&amp;rsquo;s AI assistant, works with Custom VCS integrations for repository operations that don&amp;rsquo;t depend on VCS-specific APIs. Neo can clone and push to Git and Mercurial repositories registered with your Custom VCS integration using the credentials from the integration&amp;rsquo;s ESC environment. Neo cannot open pull requests or create new repositories on Custom VCS servers at this time. Those operations require APIs unique to each VCS platform and are only available through native integrations.&lt;/p&gt;
&lt;h2 id="get-started"&gt;Get started&lt;/h2&gt;
&lt;p&gt;To set up a Custom VCS integration:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;Navigate to &lt;strong&gt;Management&lt;/strong&gt; &amp;gt; &lt;strong&gt;Version control&lt;/strong&gt; in Pulumi Cloud.&lt;/li&gt;
&lt;li&gt;Select &lt;strong&gt;Add integration&lt;/strong&gt; and choose &lt;strong&gt;Custom VCS&lt;/strong&gt;.&lt;/li&gt;
&lt;li&gt;Provide a name, base URL, and ESC environment containing your credentials.&lt;/li&gt;
&lt;li&gt;Add your repositories.&lt;/li&gt;
&lt;li&gt;Configure your VCS server to send webhooks to the provided URL.&lt;/li&gt;
&lt;/ol&gt;
&lt;p&gt;For the full setup guide including webhook payload format, HMAC signing, and credential configuration, see the &lt;a href="https://www.pulumi.com/docs/integrations/version-control/custom-vcs/"&gt;Custom VCS documentation&lt;/a&gt;.&lt;/p&gt;
&lt;h2 id="learn-more"&gt;Learn more&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.pulumi.com/docs/integrations/version-control/custom-vcs/"&gt;Custom VCS documentation&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.pulumi.com/docs/esc/"&gt;Pulumi ESC&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.pulumi.com/docs/deployments/deployments/"&gt;Pulumi Deployments&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.pulumi.com/docs/deployments/deployments/using/triggers/#push-to-deploy"&gt;Push-to-deploy&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;</description><author>Michael Fallihee</author><category>features</category><category>pulumi-cloud</category></item><item><title>Expanded Version Control Support in Pulumi Cloud</title><link>https://www.pulumi.com/blog/expanded-version-control-support/</link><pubDate>Mon, 09 Mar 2026 00:00:00 +0000</pubDate><guid>https://www.pulumi.com/blog/expanded-version-control-support/</guid><description>
&lt;img src="https://www.pulumi.com/images/generated/blog/expanded-version-control-support/index.png" /&gt;
&lt;p&gt;Your version control provider shouldn&amp;rsquo;t limit your infrastructure workflows. Pulumi Cloud now works with &lt;a href="https://www.pulumi.com/docs/version-control/github-app/"&gt;GitHub&lt;/a&gt;, &lt;a href="https://www.pulumi.com/docs/version-control/github-app/#github-enterprise-server-support"&gt;GitHub Enterprise Server&lt;/a&gt;, &lt;a href="https://www.pulumi.com/docs/version-control/azure-devops-integration/"&gt;Azure DevOps&lt;/a&gt;, and &lt;a href="https://www.pulumi.com/docs/version-control/gitlab/"&gt;GitLab&lt;/a&gt;. Every team gets the same &lt;a href="https://www.pulumi.com/docs/deployments/deployments/"&gt;deployment pipelines&lt;/a&gt;, &lt;a href="https://www.pulumi.com/docs/deployments/deployments/review-stacks/"&gt;PR previews&lt;/a&gt;, and &lt;a href="https://www.pulumi.com/docs/ai/"&gt;AI-powered change summaries&lt;/a&gt; regardless of where their code lives.&lt;/p&gt;
&lt;p&gt;&lt;img src="VCS.png" alt="Add account screen showing GitHub, GitLab, and Azure DevOps as VCS options"&gt;&lt;/p&gt;
&lt;h2 id="connect-multiple-providers-and-accounts"&gt;Connect multiple providers and accounts&lt;/h2&gt;
&lt;p&gt;You can connect multiple VCS providers to a single Pulumi organization simultaneously, like GitHub, GitLab, and Azure DevOps all at once. You can also connect multiple accounts of the same provider, such as two separate GitHub organizations or two GitLab groups. This means teams that work across different repositories, providers, or organizational boundaries can manage everything from one place.&lt;/p&gt;
&lt;div class="note note-info"&gt;
&lt;div class="icon-and-line"&gt;
&lt;svg xmlns="http://www.w3.org/2000/svg" class="ph-icon ph-icon--fill" fill="currentColor" aria-hidden="true" focusable="false"&gt;&lt;use href="https://www.pulumi.com/icons/sprite.4a9ac1016b9d8a688a5e7e867f96bdf80115a0739af8c688ba04791e15f64461.svg#p-info-fill"/&gt;&lt;/svg&gt;
&lt;div class="line"&gt;&lt;/div&gt;
&lt;/div&gt;
&lt;div class="content"&gt;GitHub Enterprise Server is currently limited to one connection per Pulumi organization.&lt;/div&gt;
&lt;/div&gt;
&lt;h2 id="what-your-team-can-do"&gt;What your team can do&lt;/h2&gt;
&lt;h3 id="deploy-on-every-push"&gt;Deploy on every push&lt;/h3&gt;
&lt;p&gt;Connect a repository to a stack, and infrastructure deploys automatically when you push. Configure path filters to trigger only when relevant files change, and manage environment variables and secrets directly in Pulumi Cloud. No external CI/CD pipeline required.&lt;/p&gt;
&lt;h3 id="preview-changes-on-pull-requests"&gt;Preview changes on pull requests&lt;/h3&gt;
&lt;p&gt;Every pull request gets an infrastructure preview so reviewers can see exactly what will change before merging. The preview runs the same Pulumi operations your deployment would, giving your team confidence that a merge won&amp;rsquo;t break anything.&lt;/p&gt;
&lt;h3 id="neo-explains-your-changes"&gt;Neo explains your changes&lt;/h3&gt;
&lt;p&gt;&lt;a href="https://www.pulumi.com/product/neo/"&gt;Neo&lt;/a&gt; posts AI-generated summaries on your pull requests explaining what infrastructure changes mean in plain language. Reviewers who aren&amp;rsquo;t Pulumi experts can still understand the impact of a change without reading resource diffs.&lt;/p&gt;
&lt;p&gt;&lt;img src="ado-prcomments.png" alt="Neo posting an infrastructure change summary on a pull request"&gt;&lt;/p&gt;
&lt;h3 id="let-neo-open-pull-requests-for-you"&gt;Let Neo open pull requests for you&lt;/h3&gt;
&lt;p&gt;Ask Neo to make infrastructure changes and it opens pull requests directly against your connected repositories. Describe what you want in natural language, and Neo writes the code, opens the PR, and kicks off a preview, all without leaving Pulumi Cloud.&lt;/p&gt;
&lt;h3 id="detect-and-fix-drift"&gt;Detect and fix drift&lt;/h3&gt;
&lt;p&gt;Schedule &lt;a href="https://www.pulumi.com/docs/pulumi-cloud/deployments/drift/"&gt;drift detection&lt;/a&gt; to catch out-of-band changes automatically. When someone modifies infrastructure outside of your Pulumi programs, drift detection flags the difference so your team can remediate before it causes issues.&lt;/p&gt;
&lt;h3 id="secure-authentication"&gt;Secure authentication&lt;/h3&gt;
&lt;p&gt;Pulumi Cloud authenticates with your VCS provider using OIDC or OAuth so no long-lived credentials need to be stored. Short-lived tokens keep your deployment pipelines secure without manual secret rotation.&lt;/p&gt;
&lt;h3 id="set-up-new-projects-from-your-vcs"&gt;Set up new projects from your VCS&lt;/h3&gt;
&lt;p&gt;The new project wizard discovers your organizations, repositories, and branches so you can scaffold and deploy a new stack without leaving Pulumi Cloud. Pick your repo, choose a branch, and you&amp;rsquo;re ready to deploy.&lt;/p&gt;
&lt;p&gt;&lt;img src="ado-npw.png" alt="New project wizard showing repository settings"&gt;&lt;/p&gt;
&lt;h2 id="getting-started"&gt;Getting started&lt;/h2&gt;
&lt;ol&gt;
&lt;li&gt;An org admin configures the integration under &lt;strong&gt;Settings&lt;/strong&gt; &amp;gt; &lt;strong&gt;Version Control&lt;/strong&gt;.&lt;/li&gt;
&lt;li&gt;Authorize with your VCS provider.&lt;/li&gt;
&lt;li&gt;Deploy infrastructure with first-class workflows.&lt;/li&gt;
&lt;/ol&gt;
&lt;p&gt;For setup details, see the docs for &lt;a href="https://www.pulumi.com/docs/version-control/github-app/"&gt;GitHub&lt;/a&gt;, &lt;a href="https://www.pulumi.com/docs/version-control/github-app/#github-enterprise-server-support"&gt;GitHub Enterprise Server&lt;/a&gt;, &lt;a href="https://www.pulumi.com/docs/version-control/azure-devops-integration/"&gt;Azure DevOps&lt;/a&gt;, and &lt;a href="https://www.pulumi.com/docs/version-control/gitlab/"&gt;GitLab&lt;/a&gt;.&lt;/p&gt;
&lt;a
href="https://app.pulumi.com/signin"
class="btn btn-primary"
target="_blank"
rel="noopener noreferrer"
&gt;
Connect your VCS
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&lt;/a&gt;</description><author>Luke Ward</author><author>Michael Fallihee</author><author>Boris Schlosser</author><author>Dan Biwer</author><category>features</category><category>pulumi-cloud</category><category>azure</category><category>github</category><category>gitlab</category></item></channel></rss>