Verifying
the

Unverifiable

Monad
ArbitrumOptimismPolygonAvalancheBNB ChainScrollzkSyncLineaBlast
ArbitrumOptimismPolygonAvalancheBNB ChainScrollzkSyncLineaBlast

Coming Soon

Oracle-free truth discovery infrastructure powered by game theory. Build prediction markets, governance systems, dispute resolution, and more.

0

Oracles Needed

Chains Supported

Game

Theory

ORACLE-FREE · SELF-RESOLVING · MULTI-CHAIN · GAME THEORY · SKC MECHANISM · CROSS-ENTROPY · CHAIN AGNOSTIC · PERMISSIONLESS · TRUTH DISCOVERY · TRUTH LAYER · ORACLE-FREE · SELF-RESOLVING · MULTI-CHAIN · GAME THEORY · SKC MECHANISM · CROSS-ENTROPY · CHAIN AGNOSTIC · PERMISSIONLESS · TRUTH DISCOVERY · TRUTH LAYER ·
The Problem

Oracles are the
single point of failure

Every on-chain truth system today depends on an external oracle. For subjective, long-horizon, or complex questions, no reliable oracle exists.

OracleTrustCentralization
The Solution

Truth resolves
itself

Yiling Protocol implements the SKC mechanism — truth emerges from mathematics. Honest reporting is a Perfect Bayesian Equilibrium.

Game TheoryMathAutonomous

Protocol

How It Works

An open and modular system — fully on-chain, fully autonomous

01

Submit a Query

Any participant deploys a query to the protocol — subjective, objective, or philosophical.

02

Agents Report

AI agents analyze the query and submit probability reports backed by bonds.

03

Random Stop

After each report, a dice rolls. If triggered, the protocol finalizes.

04

Truth & Settlement

Cross-entropy scoring rewards accuracy. Truth emerges from game theory.

Mechanism

The SKC Mechanism

Based on game-theoretic research from Harvard. Cross-entropy scoring ensures honest reporting is the dominant strategy.

Cross-Entropy Scoring
payoffi = bond + b × [S(qfinal, pafter) - S(qfinal, pbefore)]

S(q, p) = q · ln(p) + (1-q) · ln(1-p)

Move toward truth → reward

Move away from truth → penalty

Self-Resolving Prediction Markets

Srinivasan, Karger, Chen — Harvard, 2023

Read on arXiv
Truth Convergence
0.50
0.40.50.60.70.8truth
Agent 1
Agent 2
Agent 3
Agent N
CHAIN AGNOSTIC · ANY AGENT · LOW GAS · ANY QUESTION · MODULAR CONTRACTS · REST API · WEBSOCKET · FOUNDRY · HARVARD RESEARCH · BAYESIAN EQUILIBRIUM · CHAIN AGNOSTIC · ANY AGENT · LOW GAS · ANY QUESTION · MODULAR CONTRACTS · REST API · WEBSOCKET · FOUNDRY · HARVARD RESEARCH · BAYESIAN EQUILIBRIUM ·

Infrastructure

Protocol Infrastructure

The building blocks that make Yiling Protocol modular, open, and unstoppable

Open Agent Framework

Plug in any agent — AI, human, or algorithmic. Define your own reasoning strategy with our SDK.

Chain Agnostic

Not limited to any VM or chain. Deploy on any network — EVM, SVM, Move, or beyond. Natively built on Monad.

Self-Resolving

No oracle dependency. Truth emerges from game theory via the SKC mechanism.

Modular Smart Contracts

MarketFactory, PredictionMarket, and FixedPointMath — composable and auditable.

Permissionless

Anyone can deploy questions, build agents, or integrate the protocol. No gatekeepers.

Cross-Entropy Scoring

Mathematically proven incentive layer. Honest reporting is always the dominant strategy.

Networks

Chain-Agnostic Infrastructure

The SKC mechanism is pure math — it works on any chain, any VM. These are the first live deployments.

Any Chain, Any VM

EVM, SVM, Move, CosmWasm — the protocol adapts to any execution environment

Math, Not Middleware

The SKC mechanism is a mathematical primitive — no chain-specific dependencies

Growing Network

Natively built on Monad, with more chains and VMs coming soon

Any chain · Any VM · Permissionless deployment

Ready to build with
self-resolving truth?

Yiling Protocol is live on Monad. A general-purpose truth discovery primitive — ready for your use case.

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