Insights

Research and explainers from Kafo AI on AI in finance, the Internet of Value, tokenised assets and cross-chain risk.

Research · · 12 min read

RayaChain: The Truth Layer Digital RWA Needs

Tokenised assets now span many chains, but the truth behind them (KYC, NAV, sanctions, custody) does not. The four truths every digital RWA needs.

Explainer · · 5 min read

The Internet of Value, Explained for Everyone

The internet moves messages instantly but not value. A plain-English guide to the Internet of Value and why crypto solved only half of it.

Research · · 10 min read

RayaChain vs XRP: Internet of Value Compared

XRP is a production settlement rail; RayaChain is an early-stage cross-chain risk layer. A structural comparison of two complementary approaches.

Explainer · · 6 min read

Crypto Wallet Risk Scores and False Positives

How crypto wallet risk scores are calculated, why legitimate wallets get flagged, and how to read a score in context before acting on it.

Research · · 7 min read

Detect Cross-Chain Risk Before Token Price Moves

Cross-chain risk shows up in wallet flows before it shows in token price. Why the problem is aggregation, and what actually moves first.

Research · · 6 min read

Onchain Analysis for Risk Management

Attacks leave onchain traces weeks before they execute. How transaction graphs, temporal clustering and cross-chain monitoring surface them early.

Research · · 7 min read

RayaChain as a Canary Layer for Risk Signals

How RayaChain broadcasts OmniRisk risk and credit signals across chains, and how it differs from bridges and messaging layers.

Explainer · · 8 min read

Wallet Risk Score Explained: What the Numbers Mean

Wallet risk scores explained: how they're calculated, why they change without warning, and the cross-chain gap single-chain tools miss.

Explainer · · 10 min read

Wallet Risk Scores: The Four Gaps Most Tools Miss

Illicit activity is a tiny share of onchain volume, yet most risk scores cannot tell it apart. How scores work and the four gaps tools skip.

Exploit post-mortem · · 5 min read

Why Most DeFi Risk Tools Have a Blind Spot

The Venus exploit had a 10-week warning window across five chains. What cross-chain flow intelligence catches that single-chain tools miss.

Engineering · · 3 min read

Agentic Risk Prediction Explained

How OmniRisk lets AI agents plan and explain a crypto risk view while deterministic, calibrated engines keep control of every number.

Engineering · · 2 min read

Why Crypto Risk Scores Should Be Explainable

Why OmniRisk chose calibrated, deterministic-first risk scoring over black-box models, and the trade-offs that come with that choice.