Gianangelo Dichio · @gianyrox

How AI systems for scientific discovery change the people who work with them.

All my work on a helix: eight work primes month by month along an arrow of time
Eight orthogonal work primes from commits, beads, pull requests and notes, month by month.

NextA PhD program or a research team. I build Research OS at Bucket Foundation.

Findings

+15.4% ≈ 0 HEP 26 fields Benchmarks flatter where they are measuredSPECTER beat TF-IDF at citation prediction in high-energy physics by 15.4%. Across 26 fields and 361,800 papers the edge fell to no significant difference.Read the study → 1 µs budget matching hybrid latency error Deferral wins under a time budgetA confidence-gated hybrid decoded 79% of syndromes with a small network and sent the rest to exact matching: 0.88 µs against 1.77 µs, inside the 1 µs budget.Read the study → Gini 0.932 institutions, ranked Access to the frontier is concentratedGrants across 5,049 research institutions have a Gini coefficient of 0.932. Who reaches the frontier is a design question as much as a talent question.Read the study →

Built

Bucket Foundation
Research OSA knowledge graph that routes learners from questions to research-level workOpen it →
Kala mark over a verified rainbow trout catch
Kala, verified fishingScripted mobile captures become signed, verifiable data sessionsSee Kala →
Research Atlas1.67M grants, 1.44M people, $1.04T in normalized funding, with four studiesSee the atlas →
QEC decoderNeural and exact decoders for quantum error correction, hardened across seedsRead the study →

Writing

Your Money Is Broken, cover by Giany Rox
Your Money Is Broken
How Stablecoins, the Digital Dollar, and Cross-Border Payments Are Replacing Slow Money, by
Pablo in Bogotá sends his mother medicine money in ninety seconds for under two dollars.
ISBN 979-8-1966798-3-4 · 168 pp · Paperback · English · Independently published