current interests

this isn't meant to be polished research — just a place to track ideas i keep circling back to. things i don't fully understand yet, but want to.

adaptive interest rate models

i've become fascinated with how control theory can be applied to DeFi protocols. the idea that interest rates can dynamically adjust based on market conditions rather than following static formulas opens up possibilities for more efficient capital markets. two papers i came across were this one on data-driven adaptive protocols and this study on optimal interest rates which have an interesting approach of using short-term controllers for stability paired with long-term planners for parameter optimization, but it's not feasible onchain yet so just theory, one of them ends up proving that morpho's adaptive rate is quite good when compared to a neural net finding optimal utilization path.

reading list

books and papers i've found valuable recently:

an introduction to cybernetics

by w. ross ashby

fundamentals of systems theory: feedback loops, control mechanisms, and machine decision-making

the myth of rational market

by justin fox

comprehensive journey through financial economics' evolution and key concepts

pt token risk assessment framework

by chaos labs

pendle's risk model and how fixed yield pricing works

market impact: a systematic study of limit orders

by emilio said, ahmed bel hadj ayed, alexandre husson, frédéric abergel

reveals surprising insights on order splitting's effect on price impact

the tail wag the dog: curvature and market making

by guillermo angeris, tarun chitra, and alex evans

explains why stablecoin pools and volatile pairs naturally develop different curvatures based on math, not design