Blog
Engineering notes, protocol updates, and the occasional manifesto.
Probabilistic Proofs in DePIN
Modeling identity and service proofs as probabilistic graph attributes in Local Protocol, so trust propagates through the network without hard cryptographic proofs for every transaction.
- research
- proofs
- depin
- sybil-resistance
PageRank and Token Design
Applying PageRank's eigenvector-centrality principles to token distribution — modeling commercial networks as bipartite graphs that align incentives with network growth.
- research
- token-design
- depin
- pagerank
