Remote Worker Secretly Built AI Workflows to Do 90% of His Job — Now Spends 30 Hours a Week Restoring Classic Cars

When corporate executives mandated return-to-office policies earlier this year, management frequently cited concerns that remote employees were slacking off behind home screens.

But for one mid-level quality assurance engineer posting anonymously to Reddit’s r/antiwork, remote work became the ultimate launchpad for hyper-efficiency.

Tasked with managing hundreds of repetitive weekly software regression test tickets, manual bug verifications, and endless PowerPoint status decks, the engineer spent his first three months on the job writing custom Python scripts and chaining local large language model (LLM) APIs to automate his entire responsibilities.

The end result? A grueling 40-hour corporate grind condensed into roughly 45 minutes of daily computer supervision.

Building the Invisible Machine

The worker outlined how he systematically automated each tier of his corporate workload:

• Automated Ticket Ingestion: Custom webhooks monitor the company’s Jira dashboard, parse new staging tickets, and trigger automated Cypress and Playwright test suites without human intervention.

• AI-Generated Documentation: When a build passes, a fine-tuned language model synthesizes technical test reports and writes polite, professional updates to project managers.

• Slack Presence Simulation: A lightweight script monitors company Slack channels for his name, sending automated “Looking into this now!” acknowledgments while forwarding emergency pings to his personal smartphone.

“I didn’t automate my job so I could sit on the couch bingeing Netflix,” the engineer wrote in a post that garnered over 14,000 upvotes. “I rented a small bay in an industrial park ten minutes from home and bought a rusted 1978 Datsun 280Z. While my scripts monitor server logs and reply to Jira tickets, I’m torqueing down cylinder heads with grease up to my elbows.”

Promoted for ‘Extreme Dedication’

The punchline arrived during his semi-annual performance review last month.

Rather than uncovering the automated setup, the department vice president singled him out as the top performer on the engineering team, awarding him a 15% merit raise and an ‘Exceeds Expectations’ rating for “unprecedented sprint turnaround and flawless communication.”

His scripts had essentially made him look like a model employee who never took a sick day and completed staging audits in record time.

Ethical Grey Area or Modern Smart Working?

The confession sparked a spirited debate across workplace communities, dividing white-collar workers into two distinct camps:

• “You aren’t paid for 8 hours of suffering; you are paid to solve a defined business outcome,” argued one senior software architect. “If you build software robots that fulfill your contractual deliverables better than a human, the surplus time belongs to you.”

• Others issued serious legal and career warnings: “Delete this post immediately. Your employment contract likely contains an intellectual property assignment clause. If your employer finds out, they can claim legal ownership of your automation scripts and fire you for gross misconduct.”

• A third commenter reflected on corporate realities: “If he told his boss what he did, they wouldn’t reward his genius—they’d lay off half his team and give him five times the workload for the exact same salary. He played the game correctly.”

The viral episode underscores an accelerating generational shift among white-collar knowledge workers: rejecting the illusion of performative busywork and quietly leveraging automation to reclaim their personal lives.