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Making technology into a design you can explain.

Netsujo Lab is a research page where we publish research hypotheses, reference architectures, verification procedures, and failure conditions for Web3, AI, and distributed systems. We record not only the finished technology, but what we assumed, how far we verified it, and what remains unresolved.

Definition: Netsujo Lab is a technical research layer where we publish research hypotheses, reference designs, verification procedures, failure conditions, and implementation artifacts for Web3, AI, and distributed systems.

How this differs from our Knowledge, blog, and R&D

Difference from our Knowledge Hub
Rather than just explaining knowledge in plain terms, we publish the hypotheses, design, data model, algorithm, limitations, and verifiable artifacts.
Difference from our blog
Rather than a chronological activity report, we structure the material as reusable research documentation.
Difference from our Projects page
Rather than presenting a product, we publish technical knowledge that can be applied to our products or to contracted development.

Research index

No.ThemeTitleStatus
LAB 001TRUSTED EXTERNAL DATAThe blockchain oracle problem: an Oracle Agent reference designPublished (v0.1.0)
LAB 002DID / SELECTIVE DISCLOSUREDID and selective disclosurePlanned
LAB 003DEPIN DATA INTEGRITYThe integrity of DePIN dataPlanned
LAB 004RWA PROOF OF RESERVERWA inventory and proof-of-reservePlanned

LAB 001 covers how we design for tamper resistance, single points of failure, data freshness, outliers, and accountability when passing external data to a smart contract, combining multi-source verification and a trust score. It is published in full at /web3-lab/blockchain-oracle-problem. LAB 002–004 are planned research areas: DID and selective disclosure (revealing only the attributes that need to be verifiable); the integrity of DePIN sensor data (multi-sourcing observations, false-positive review, and reward conditions); and RWA inventory and reserve proof (proof of physical-asset inventory, audit trails, and redemption processing). They are not yet published.

Talk to us about a research theme

The reference designs published here can be used directly as a foundation for your own PoC or implementation spec. An initial consultation is free, even at the concept stage.