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AI Agents: What Actually Changed in Workflow Automation

AI Agents: What Actually Changed in Workflow Automation

Most payroll and compliance teams have workflows that everyone agrees should be automated and never are. Not because no one tried, but because the tools available couldn't handle the reading, interpretation, and multi-step judgment those workflows require. Chasing state portals, responding to tax notices, onboarding across jurisdictions: AI agents are the first technology that can actually take those on.

Trevor Tang•Feb 14, 2026
Lessons Learned from a Year of Building AI Agents
AI AgentsEnterprise

Lessons Learned from a Year of Building AI Agents

After a year of building AI agents for enterprises, here are the key insights on what makes them work—and what makes them fail.

Jagannath Putrevu•Dec 22, 2025

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