When a desktop application generates all its code by itself with AI in just two weeks and instantly attracts 46 million users, it is no longer just a tool but a silent disruption of traditional work methods. Claude's latest release, Cowork, is precisely such a heavy stone thrown into the technological lake — it can not only read your files but also actively organize, edit, create, and even optimize entire workflows, moving the "intelligent assistant" from chat windows to your computer desktop.
Different from traditional command-line tools or script automation, Cowork does not require users to have programming backgrounds. Just by authorizing access to specific folders, it can automatically categorize and rename messy desktops, clean up redundant files, generate weekly reports, design PowerPoint presentations, and even complete preliminary market research. Early testers reported that it demonstrates astonishing consistency when handling multi-step office tasks: from extracting data from email attachments, to integrating them into visual tables, and then writing analysis summaries, all without manual intervention. This "end-to-end task execution" capability has left many developers both amazed and cautious.

What is more shocking is its "bootstrapping" development model — the entire Cowork application code was generated by Claude itself, completed from concept to product in just 14 days. This ability of AI to build itself not only shortens the development cycle but also hints at a future where software may enter an "on-demand instant generation" era. In response to this impact, competitors like Eigent have quickly followed with similar features, but they still lag behind in terms of task understanding depth and operational smoothness.

However, convenience comes with hidden risks. The Claude team admitted that Cowork has a "prompt injection" vulnerability — maliciously constructed instructions could mislead the AI to perform unintended operations, leading to file deletion or data leaks. To address this, the product includes a built-in sandbox mechanism that limits its access to critical system areas and requires users to explicitly authorize each type of operation. Despite this, entrusting such high-level permissions to AI still poses a serious test of user trust.
The emergence of Cowork marks a shift for AI assistants from "speaking" to "doing." It is no longer limited to answering questions but has become the "hands" and "eyes" of the digital world, directly affecting real work environments. If safety and controllability continue to improve, such intelligent entities may completely reshape the boundaries of human-computer collaboration — in the future office, everyone might have an AI colleague who never tires and is proficient in everything, and your desktop is its first testing ground.




