{"id":61384,"date":"2026-09-17T17:00:00","date_gmt":"2026-09-17T17:00:00","guid":{"rendered":"https:\/\/www.threatshub.org\/blog\/claude-codes-revised-projects-adds-ai-orchestration-but-local-developers-must-wait\/"},"modified":"2026-09-17T17:00:00","modified_gmt":"2026-09-17T17:00:00","slug":"claude-codes-revised-projects-adds-ai-orchestration-but-local-developers-must-wait","status":"publish","type":"post","link":"https:\/\/www.threatshub.org\/blog\/claude-codes-revised-projects-adds-ai-orchestration-but-local-developers-must-wait\/","title":{"rendered":"Claude Code\u2019s revised projects adds AI orchestration, but local developers must wait"},"content":{"rendered":"<figure class=\"wp-block-image size-large is-content-hero\"><img fetchpriority=\"high\" decoding=\"async\" height=\"576\" width=\"1024\" src=\"https:\/\/www.zdnet.com\/wp-content\/uploads\/sites\/3\/Claude-projects-bg.png?w=864\" alt class=\"wp-image-1314211\" srcset=\"https:\/\/www.zdnet.com\/wp-content\/uploads\/sites\/3\/Claude-projects-bg.png 5120w, https:\/\/www.zdnet.com\/wp-content\/uploads\/sites\/3\/Claude-projects-bg.png?resize=300,169 300w, https:\/\/www.zdnet.com\/wp-content\/uploads\/sites\/3\/Claude-projects-bg.png?resize=768,432 768w, https:\/\/www.zdnet.com\/wp-content\/uploads\/sites\/3\/Claude-projects-bg.png?resize=1024,576 1024w, https:\/\/www.zdnet.com\/wp-content\/uploads\/sites\/3\/Claude-projects-bg.png?resize=1536,864 1536w, https:\/\/www.zdnet.com\/wp-content\/uploads\/sites\/3\/Claude-projects-bg.png?resize=2048,1152 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><span class=\"zd-image-credit\">Screenshot by David Gewirtz\/ZDNET<\/span><\/figure>\n<h3 class=\"wp-block-heading\">ZDNET\u2019s key takeaways<\/h3>\n<ul class=\"wp-block-list\">\n<li>Claude Code Projects could tame multi-agent chaos.<\/li>\n<li>Cloud users get persistent threads and shared memory.<\/li>\n<li>Local workflows remain outside the new system for now.<\/li>\n<\/ul>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n<p>Claude Code has always had projects, in the sense that a given directory is declared as the root for source code. I keep each of the apps I\u2019m developing in separate directories, and I\u2019ve built up a complex orchestration and management workflow that allows certain messages to be exchanged between these directories. Beyond that, they\u2019re isolated code structures.<\/p>\n<p><strong>Also: <a href=\"https:\/\/www.zdnet.com\/innovation\/vibe-codings-intoxicating-magical-rush-hides-the-real-work-nobody-talks-about\/\">After the vibe-coding rush comes the debugging hangover<\/a><\/strong><\/p>\n<p>Today, Anthropic is announcing that it\u2019s redesigning the idea of projects in Claude Code, adding both superpowers and hard limits. For certain classes of work, they can be game-changing. For other types of work, they\u2019re essentially irrelevant.<\/p>\n<p>Right now, this capability is being offered to \u201cSelect Claude Pro and Max subscribers who use cloud sessions in Claude Code and don\u2019t have any existing projects on the web and desktop,\u201d Anthropic said. Features will roll out to other users over time, but the company said that \u201cIf you are a Pro and Max subscriber already using projects, they stay as they are for now, and we\u2019ll upgrade them later.\u201d<\/p>\n<p>That rules me out, because all of my Claude Code-related development is being done in terminal and on local files. But for those living in the cloud, the new projects capability brings life to those structures. <\/p>\n<p>Anthropic said, \u201cClaude scopes the request, delegates the work, coordinates parallel threads, reviews the outputs, and assembles the finished result. You can steer progress throughout, and it keeps working after you close your laptop.\u201d<\/p>\n<h2 class=\"wp-block-heading\">Features for cloud coders<\/h2>\n<p>One of the more pressing challenges when launching a bunch of agents is keeping them all on track. Imagine trying to get 20 oh-so-fluffy kittens to go through a little door in alphabetical order according to their kitty names. It\u2019s not going to happen, but it will be a cute overload of coordination failure.<\/p>\n<p><strong>Also: <a href=\"https:\/\/www.zdnet.com\/article\/treat-your-ai-agents-like-interns-before-you-lose-control\/\">Treat your AI agents like eager but misguided human interns \u2013 before you lose control<\/a><\/strong><\/p>\n<p>Coding agents are like that, but a lot less cute. To get agents to work together toward a goal, you need orchestration. This is basically a managerial-level coordinator that goes beyond the prompt. Claude Code\u2019s revamped projects feature provides that orchestration.<\/p>\n<p>You also get addressable threads. Each discussion becomes a full cloud session, with its own branch and copy of the repo it\u2019s working on. The coordinator provides instructions that route sessions into existing threads as appropriate.<\/p>\n<p>Anthropic advised you to brief Claude on a project \u201cthe way you\u2019d brief a chief of staff, and it routes work to new or pre-existing threads.\u201d<\/p>\n<p>Because those threads are named, you can steer them mid-flight. You can dig into a running thread and redirect it as necessary. No more having to wait for it to run to completion, wasting your time and consuming tokens, only to produce something you can already see is going wrong.<\/p>\n<p><strong>Also: <a href=\"https:\/\/www.zdnet.com\/article\/how-to-install-configure-claude-code-ai-pricing-developers\/\">How to install and configure Claude Code, step by step<\/a><\/strong><\/p>\n<p>Threads can be aware of each other. Anthropic said, \u201cOver time, Claude learns more about the project details and applies them to its work. Every thread now adds to and draws from a shared memory, reducing the need for complex prompt engineering.\u201d<\/p>\n<p>This is a form of automated memory that can prove quite powerful in the right context. It allows your work to span repos, so you can work across several repos at once, work with a thread tied to each, and then get feedback on which pull requests need to be merged in what order.<\/p>\n<p>And since it\u2019s all in the cloud, if your computer is shut down, you\u2019ll be able to let it keep running. Anthropic added that mobile check-ins are on the way.<\/p>\n<h2 class=\"wp-block-heading\">What\u2019s not new<\/h2>\n<p>This doesn\u2019t become some sort of new parallelism. I\u2019ve been using swarms of subagents for a while now. They can fan out and do work. In fact, Anthropic\u2019s announcement said that this architecture is what the new projects use internally.<\/p>\n<p><strong>Also: <a href=\"https:\/\/www.zdnet.com\/article\/why-most-developers-prefer-claude-code-over-codex\/\">75% of developers I surveyed prefer Claude Code over Codex \u2013 here\u2019s why<\/a><\/strong><\/p>\n<p>Claude has also been able to split work across subagents. The difference is that the split persists, and you can go back into the discussion for each subagent and chat about it.<\/p>\n<p>One other thing to note: this feature doesn\u2019t appear to be strictly autonomous. It looks like threads begin when you hit the Start button for each thread Claude recommends.<\/p>\n<p>As mentioned above, at least for now, this is not yet a tool for local developers like me. But Anthropic added that \u201cThreads run in the cloud today; running on your machine alongside your local tools and code and behind your network is coming very soon.\u201d<\/p>\n<p>Also, Anthropic isn\u2019t taking away the terminal. This is an additional feature. Nothing the company described in its blog post indicates any negative changes to local or CLI functionality.<\/p>\n<h2 class=\"wp-block-heading\">Putting it all in perspective<\/h2>\n<p>While I was writing this, I stopped and ate a burger. While munching, I thought about what this new capability means and came up with three ideas worth considering. Here\u2019s a lightning round of things to consider when evaluating this capability.<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>It remembers, but what does that mean?<\/strong> Memory isn\u2019t well-documented in Anthropic\u2019s post. There is no apparent way to inspect what\u2019s been kept, correct it when it goes wrong, export it, nor are there any details about how long it\u2019s retained.<\/li>\n<li><strong>Cost and usage scales as you fan out more agents.<\/strong> This is the case now, with subagents, but it\u2019s worth reinforcing. Anthropic said, \u201cProjects can run several threads at once, and each one is a full Claude Code session. Because of this, projects reach usage limits faster.\u201d I\u2019ve definitely been cut off after running a fleet of agents across my code.<\/li>\n<li><strong>Conflicts are pushed down the road; they\u2019re not prevented. <\/strong>Threads that overlap will surface as merge conflicts that you\u2019re going to need to resolve by hand.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\">Questions for Anthropic<\/h2>\n<p>I have many, many, oh-so-many questions for Anthropic about this, especially once some of these capabilities become available to desktop users. I\u2019ve narrowed them down to three worth thinking about, at least for now.<\/p>\n<ol class=\"wp-block-list\">\n<li>If a project outgrows its context (which mine do every few hours or so), what happens to that shared memory? Can a user see what was kept? Do they all wind up as .md files somewhere?<\/li>\n<li>Is a project\u2019s history automatically maintained, and can it be exported with prompts intact? My memory management system requires Claude to record every prompt I give it, which provides both an engineering audit path and something of a scientific journal for evidence of conception, diligence, reduction to practice, and inventorship.<\/li>\n<li>When the capability to use this feature on local projects becomes available, will projects inherit memory, permissions and hook behavior? How will it work with existing memory management systems and existing, deeply evolved projects?<\/li>\n<\/ol>\n<p>From Anthropic\u2019s specific statement that this feature is for those who \u201cdon\u2019t have any existing projects on the web and desktop,\u201d I\u2019m guessing migration is not yet resolved.<\/p>\n<p>If you could steer a running Claude Code thread before it goes off the rails, how much would that change the way you use coding agents? Let us know in the comments below.<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n<p><em>You can follow my day-to-day project updates on social media. Be sure to subscribe to <\/em><a href=\"https:\/\/advancedgeekery.substack.com\/\" target=\"_blank\" rel=\"noopener\"><em>my weekly update newsletter<\/em><\/a><em>, and follow me on Twitter\/X at <\/em><a href=\"https:\/\/twitter.com\/davidgewirtz\" target=\"_blank\" rel=\"noopener\"><em>@DavidGewirtz<\/em><\/a><em>, on Facebook at <\/em><a href=\"https:\/\/www.facebook.com\/davidgewirtz\" target=\"_blank\" rel=\"noopener\"><em>Facebook.com\/DavidGewirtz<\/em><\/a><em>, on Instagram at <\/em><a href=\"https:\/\/www.instagram.com\/DavidGewirtz\/\" target=\"_blank\" rel=\"noopener\"><em>Instagram.com\/DavidGewirtz<\/em><\/a><em>, on Bluesky at <\/em><a href=\"https:\/\/bsky.app\/profile\/davidgewirtz.com\" target=\"_blank\" rel=\"noopener\"><em>@DavidGewirtz.com<\/em><\/a><em>, and on YouTube at <\/em><a href=\"https:\/\/www.youtube.com\/user\/DavidGewirtzTV\" target=\"_blank\" rel=\"noopener\"><em>YouTube.com\/DavidGewirtzTV<\/em><\/a><em>.<\/em><\/p>\n<section class=\"zd-disqus\" data-zd-disqus data-disqus-shortname=\"zdnet-1\" data-disqus-identifier=\"1314196\" data-disqus-url=\"https:\/\/www.zdnet.com\/innovation\/claude-code-revised-projects-threads\/\" data-disqus-title=\"Claude Code\u2019s revised projects adds AI orchestration, but local developers must wait\" data-disqus-api-key=\"y0Dp0T6itn9rbTvSf2xkzkhaUL7c5EJsmaWF3XYBqXNz8GHH7wSX1nXi4qzdihWV\" data-disqus-show-label=\"Show Comments\" data-disqus-hide-label=\"Hide Comments\"> <button type=\"button\" class=\"zd-disqus__toggle\" data-zd-disqus-toggle aria-expanded=\"false\"> <span class=\"zd-disqus__toggle-text\" data-zd-disqus-label>Show Comments<\/span> <svg class=\"zd-disqus__toggle-icon\" width=\"14\" height=\"14\" viewBox=\"0 0 14 14\" aria-hidden=\"true\" focusable=\"false\"> <path d=\"M7 1 V12.5 M2.5 8 L7 12.5 L11.5 8\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/> <\/svg> <\/button> <\/p>\n<div class=\"zd-disqus__panel\" data-zd-disqus-panel hidden>\n<p class=\"zd-disqus__consent\" data-zd-disqus-consent hidden>Please accept cookies to view the comments powered by Disqus.<\/p>\n<\/p><\/div>\n<p> <noscript>Please enable JavaScript to view the comments powered by Disqus.<\/noscript> <\/section>\n<div class=\"articleAuthorBioFooter-container\">\n<div class=\"articleAuthorBioFooter\">\n<div class=\"articleAuthorBioFooter_body\">\n<div class=\"articleAuthorBioFooter_nameBlock\">\n<div class=\"c-cmsImage articleAuthorBioFooter_image\"> <picture class=\"c-cmsImage_image\"> <img alt=\"David Gewirtz\" src=\"https:\/\/www.zdnet.com\/wp-content\/uploads\/sites\/3\/david-gewirtz.jpg?w=64\" srcset=\"https:\/\/www.zdnet.com\/wp-content\/uploads\/sites\/3\/david-gewirtz.jpg?w=128 2x\" class=\"avatar avatar-64 photo\" height=\"64\" width=\"64\" loading=\"lazy\" decoding=\"async\"> <\/picture> <\/div>\n<div class=\"articleAuthorBioFooter_nameText\">\n<div class=\"articleAuthorBioFooter_name\"> <span>David Gewirtz<\/span> <\/div>\n<p> <span class=\"articleAuthorBioFooter_credentials\"> Senior Contributing Editor <\/span> <\/div>\n<\/p><\/div>\n<p> <span class=\"articleAuthorBioFooter_bio has-bio\"> <span>Computer science professor turned AI innovator David Gewirtz has spent over thirty years driving advancements at the forefront of artificial intelligence and is the recipient of the Sigma Xi Research Award in Engineering. He wrote a pioneering analysis that helped shape the early conversation around AI ethics. He was also a pioneer in the commercializing of AI products, including AI languages and knowledge-based systems. He is the designer of the Al Editor, an experimental artificial intelligence engine for parsing, classifying, and identifying news stories. David is a member of the Association for the Advancement of Artificial Intelligence. He currently serves on the Artificial Intelligence Threat and Mitigation Cross-Sector Council (AI CSC) for InfraGard, a partnership between the FBI and industry leaders for the protection of U.S. Critical Infrastructure. He is the author of Where Have All the Emails Gone?, as well as How To Save Jobs and The Flexible Enterprise.<\/span> <a href=\"https:\/\/www.zdnet.com\/meet-the-team\/david-gewirtz\/\" rel=\"author\" class=\"articleAuthorBioFooter_link\"> See full bio <\/a> <\/span> <\/div>\n<p> <!-- Latest Articles Section --> <\/p>\n<div class=\"articleAuthorBioFooter_latest\">\n<h3 class=\"articleAuthorBioFooter_latestTitle\"> The Latest from David <\/h3>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<p><!-- .articleAuthorBioFooter-container --><\/p>\n<div class=\"zd-post-footer-pattern\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"c-ccb c-ccb--entry-card c-ccb--source-dynamic wp-block-ziff-davis-curated-content\" data-used=\"[1314196,1311917,1312030,1315084,1310326]\">\n<div class=\"ccb-header\">\n<div class=\"ccb-header__text\">\n<h2 class=\"ccb-header__block-title\">\/ featured <\/h2>\n<\/p><\/div>\n<\/p><\/div>\n<p> <!-- .entry-featured-grid -->\n<\/div>\n<\/div>\n<\/div>\n<p>READ MORE <a href=\"https:\/\/www.zdnet.com\/innovation\/claude-code-revised-projects-threads\/\">HERE<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Claude Code Projects could change how developers manage complex AI coding workflows by coordinating threads, sharing memory, and spanning repos, but its biggest benefits are still cloud-only for now. READ MORE HERE&#8230;<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"colormag_page_layout":"default_layout","footnotes":""},"categories":[62],"tags":[],"class_list":["post-61384","post","type-post","status-publish","format-standard","hentry","category-zdnet-security"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Claude Code\u2019s revised projects adds AI orchestration, but local developers must wait 2026 | ThreatsHub Cybersecurity News<\/title>\n<meta name=\"description\" content=\"ThreatsHub Cybersecurity News | ThreatsHub.org | Cloud Security &amp; Cyber Threats Analysis Hub. 100% Free OSINT Threat Intelligent and Cybersecurity News.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link 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