Notes on agents that use computers.
Practical writing on frontier AI, secure cloud computers, and the workflows teams still run by hand across websites, spreadsheets, PDFs, and inboxes.
Can an AI agent replace data entry work?
Which parts of data entry actually need a person, and which are humans doing what a machine could do faster and without errors. A practical breakdown for operations teams.
How teams automate onboarding work across 6 systems
Onboarding still means moving the same information across portals, CRMs, PDFs, and spreadsheets. Here is how to turn data entry into review.
Why your best operations person is your biggest risk
Small operations teams run on unwritten judgment. When the person who knows the exceptions leaves, the firm loses more than capacity.
Automating portal work when every counterparty has a different system
Banks, custodians, admins, carriers, and vendors all have their own portals. Computer-use agents can work across them without waiting for APIs.
How to reduce manual data entry in operations
Operations teams move data between portals, spreadsheets, CRMs, and internal systems all day. Here is how to cut that work without a large integration project.
What does it cost to automate an operations workflow?
RPA, offshore teams, internal engineering, and computer-use agents all have different economics. The right answer depends on workflow volume, risk, and maintenance burden.
Automation tools for the legacy systems teams still use
Many operations workflows still depend on old portals, desktop apps, and brittle exports. Here are the automation approaches that still work.
How long should an operations automation project take?
Traditional RPA can take months. Computer-use agents can prove value in weeks because they start where the work already happens.
When enterprise RPA is too heavy for a lean team
UiPath can work at enterprise scale. For a lean team, the implementation and maintenance math looks different.
How to automate computer work without an API
Most automation tools need an API. Many portals and internal systems do not have one. Screen-based agents solve a different problem.
RPA vs AI agent: what operations teams should know
RPA follows scripts. Computer-use agents read screens and adapt. Here is what that difference means for real workflows.