Ten years in crypto. Starting today, this account covers what comes next: AI agents that actually work on your desktop.
Expect: news, tooling, real workflows, honest reviews. MCP, computer-use agents, and the builder scene.
Old account. New mission.
A useful desktop-agent task: take 12 receipts, extract date, merchant, and total into a spreadsheet, then flag unreadable fields for review. Keep the original images linked to each row so a person can verify exceptions without redoing the whole batch.
A reliable desktop-agent workflow verifies outcomes, not just clicks. Power Automate Desktop offers “Wait for window content” and “Wait for web page content” actions. Use explicit checkpoints to catch slow or changed interfaces before proceeding.
When a desktop workflow fails, capture the state before retrying: which step failed, what the screen showed, and whether anything changed. A small failure log helps distinguish a stale selector from a real app error—and prevents an agent from repeating an unsafe action blindly.
A useful desktop-agent handoff includes the exception path: what counts as success, which actions are allowed, and when to stop for human review. That turns “automate this task” into a workflow you can inspect, test, and safely improve.
Turn a recurring desktop task into a checklist an agent can follow: starting point, allowed actions, success signal, and what to do when the screen differs. That makes automation easier to review—and gives the agent a clear reason to stop instead of guessing.
A practical desktop-agent workflow starts with a safe checkpoint: capture the starting state, make one change, then verify the result before continuing. If the page or app looks different than expected, pause and ask—don’t keep clicking on assumptions.
Before automating a desktop task, define its finish line: the file saved, the field updated, or the confirmation visible. Have the agent verify that outcome—not merely report that it clicked. Clear success criteria make a workflow easier to audit.
UI automation breaks when a button moves or a selector goes stale. Microsoft documents per-action error handling in Power Automate for desktop, plus a preview self-healing feature for missing UI elements. Build workflows to detect failure and recover—not just click and hope.
Tooling coverage, as promised: a desktop agent needs more than a model. It needs a tight loop: observe the UI, act, verify the result, and recover safely when something goes wrong. For consequential actions, keep the user in control. That's what makes a demo useful at work.
Grok 4.7 shipped with major agent gains this week. That's two big labs now racing on agents that operate computers, not just chat.
The interesting question isn't which model wins.
It's which one you'll trust to click through your actual work. Watch that metric.
Governments keep rebranding AI initiatives. Fine. But the real AI force isn't a program.
It's already on people's desktops: agents clicking through apps, moving files, doing the work nobody wants to.
That race is won in software, not slogans.
Your phone is about to run AI agents on-device. Apple just made that mainstream.
Next step: the same agents on your desktop, where the real work lives: files, apps, browsers, spreadsheets.
Phones got the demo. Desktops will get the job done.
Ten years in crypto. Starting today, this account covers what comes next: AI agents that actually work on your desktop.
Expect: news, tooling, real workflows, honest reviews. MCP, computer-use agents, and the builder scene.
Old account. New mission.
Desktop agents are quietly getting good at boring work.
Not demos. Real stuff: filling forms, moving files between apps, reconciling data nobody wants to touch.
The unsexy tasks are where this tech compounds first.
More on the tools doing it, soon.
What is a desktop agent?
Not a chatbot in a tab. It's software that uses your computer directly: moves the mouse, types, clicks through real apps, finishes multi-step work.
Think: "sort these invoices" then watch it happen.
Tracking the tools, wins, and failures. Follow along
Check out my latest article: Uncovering the True Meaning of a Merchant Cash Advance: What Every Business Owner Needs to Know https://t.co/xBVjVVczdg via @LinkedIn