Traditional financial literacy teaches "needs vs. wants" to a generation facing algorithmic desire engines, then acts surprised when restrictive saving snaps into first-paycheck binges. The framework was built for a different era.
The Hardware Failure framework explains what most miss: midnight spending isn't a character failure. The prefrontal cortex is offline. What's running is emotional relief-seeking. Real financial sovereignty requires understanding biology first, mechanism second, strategy third. Not guilt, not budget apps.
"Actual agency requires understanding the hardware. Not fighting it."
Contributed this with Dr. Richard Y. Kim. The full piece digs into the elastic tension mechanism, the Fuel Tank vs. Engine deployment model, and what financial education actually needs to look like for this generation.
The full piece lives on LinkedIn. Read it there if you want the whole thing.
Shoryavardhaan Gupta is a 17-year-old builder and developer from Kolkata, India, shipping civic tech, hardware, and AI projects — including Buy4Chai and SarkarSathi. He published AI planning research on Zenodo at 15 and leads the Kolkata fork of Bits&Bytes.