Research Archive

Memos & papers

PREDICTION_MARKETS
april 2025

Why sports represent ~70% of prediction market volume

On liquidity concentration, retail psychology, and the structural inevitability of sports as the dominant prediction category.

Why sports represent ~70% of prediction market volume
DEPIN
march 2025

Decentralized GPU networks in AI: an accessible guide

A first-principles examination of distributed compute networks, their economic models, and why most will not survive contact with hyperscaler pricing.

Decentralized GPU networks in AI: an accessible guide
AGENTIC
february 2025

Move language and institutional DeFi

On formal verification, institutional risk tolerance, and why the most boring programming language decision turns out to matter enormously.

Move language and institutional DeFi
DEFI
january 2025

Lending primitives at the boundary of undercollateralisation

An examination of credit delegation, reputation oracles, and the structural limits of on-chain identity.

NO IMAGE
AGENTIC
december 2024

On autonomous agents as capital allocators

If an agent can hold a wallet, execute transactions, and optimise for a defined objective — is it an investor?

NO IMAGE
DEPIN
november 2024

DePIN beyond storage: mapping the physical infrastructure opportunity

A taxonomy of decentralised physical infrastructure projects, their network effects, and which categories are structurally defensible.

NO IMAGE