100:00:00,000 –> 00:00:02,320It started with a warning, then silence. 200:00:02,320 –> 00:00:05,120The GPU bill climbed as if the accelerator never slept, 300:00:05,120 –> 00:00:07,400yet outputs crawled like the lights went

It started with a warning—then silence. The GPU bill climbed as if the accelerator never slept, yet outputs crawled like the lights went out. Dashboards were green. Customers weren’t.The anomaly

100:00:00,000 –> 00:00:02,780Your copilot isn’t dumb, you starved it. 200:00:02,780 –> 00:00:05,460No skimmer, no rules, no guardrails, 300:00:05,460 –> 00:00:07,500then you complain about hallucinations. 400:00:07,500 –> 00:00:08,880The truth? 500:00:08,880 –>

100:00:00,000 –> 00:00:03,880Still hand upgrading legacy Java, that’s not craftsmanship, that’s unpaid penance. 200:00:03,880 –> 00:00:07,880Manual modernization is a failure mode, slow, error prone and permanently behind. 300:00:07,880 –> 00:00:08,880The

Stop Fixing Legacy Java—Let the AI Do ItStill hand-upgrading legacy Java? That’s not craftsmanship; that’s unpaid penance. Manual modernization is a failure mode—slow, error-prone, and permanently behind. The truth? AI