PROOF OF WORK — SOUMYADEB TRIPATHY
Prologue
1 FEBRUARY 2026 · 171 Å. This is the Sun, as an instrument sees it. NASA's Solar Dynamics Observatory, extreme ultraviolet. The timestamps are the spacecraft's own.
SOLAR MAXIMUM. The bright regions are the star at its loudest. Four days inside the high point of an eleven-year cycle, when active regions are most common.
FIVE X-CLASS FLARES. In these four days it flared five times. The highest-energy class. In NASA's footage they arrive as flashes with vertical stripes — the camera saturating.
ADITYA-L1 · SoLEXS / HEL1OS. Another spacecraft watched the same star. I built a verifiable pipeline over its X-ray archive and held out 192,541 minutes chronologically, because random splits leak.
THE FINDING. The models did not beat a single threshold. Learned: 0.966. One count-rate threshold: 0.954. The intervals overlap. I published that instead of reframing it.
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SDO/AIA 171 Å · NASA's Scientific Visualization Studio / Goddard Space Flight Center
SKIP ↓SOUMYADEB TRIPATHY — BACKEND & AI SYSTEMS ENGINEER
Proof of Work
An audit of eleven systems, read the way an auditor would read it — problem, invariant, architecture, verified result, and the limitation each one still carries. Every figure links to the artifact that produced it.
BUILD b06f8b5 ◆ VERIFIED
Skip the prologue and go straight to the audit