Blog and Research
AVS Risk Assessment Methodology
This model quantifies maximum slashing risk, referred to here as Value at Risk (VaR), by analyzing slashing behavior across multiple node operators and AVSs. Notably, slashing one operator on a particular AVS does not guarantee that others will be slashed simultaneously, nor does slashing on one AVS imply slashing on all AVSs secured by the same operator.
Omer Goldberg
|Dynamic Price Impact on GMX Powered by Edge Risk Oracles
Decentralized derivatives exchanges (DDEXs) like GMX face unique challenges in delivering a seamless user experience while maintaining robust risk management. By integrating Chaos Labs' Edge Risk Oracles, GMX has taken a significant step toward bridging the gap with centralized exchanges (CEXs). Edge Oracles enable real-time pricing adjustments, automate critical risk parameters, and support advanced features like dynamic price impact, offering GMX users tighter spreads, reduced slippage, and enhanced platform security.
Omer Goldberg
|Corn Network Integrates Edge Price Oracles
Corn Network, an Ethereum Layer 2 protocol redefining Bitcoin’s role in DeFi, has integrated Edge Price Oracles. With over $60 billion in secured volume, Edge delivers intelligent, context-aware price data to the Corn Network, significantly boosting Corn’s resilience and operational efficiency in dynamic market conditions.
Omer Goldberg
|Aave Integrates Chaos Labs’ Edge Risk Oracles
Following community discussions and voting, Chaos Labs, the industry-leader in onchain risk management, received approval from the Aave DAO to deploy its Edge Risk Oracles to the WETH on v3 Lido Ethereum.
Omer Goldberg
|dydx Re-launch Rewards Explainers
Market makers and traders can earn dydx rewards based on their activity and contributions, with traders earning points through taker fees and market makers earning points by fulfilling orders and providing liquidity. Points are weighted differently across markets, and rewards are distributed proportionally based on a 7-day TWAP of the dydx price.
Omer Goldberg
|Edge AI Alpha Release
The alpha release of Edge AI Oracle brings a new standard of truth-seeking and transparency to decentralized ecosystems. Powered by LangChain and LangGraph, it delivers scalable, impartial data resolutions for prediction markets and beyond. Upcoming releases will focus on decentralization, developer tools, and high-integrity data products, paving the way for next-gen on-chain applications.
Omer Goldberg
|Trusting Trust in the Age of AI
While resources are heavily invested in improving frontier models and optimizing prompts, the true challenge lies in how AI systems retrieve and rank information. Chaos Labs identifies the greatest risk in AI-generated misinformation infiltrating the data pipeline. If AI agents are unknowingly trained on manipulated or sybilled content, it becomes nearly impossible to trust their outputs. This vulnerability is exacerbated by unreliable document ranking systems, which prioritize popularity and commercial interests over accuracy. The Dead Internet Theory, which warns of a future where human-created content is drowned out by machine-generated noise, serves as a chilling reminder of what’s at stake if these systems are not carefully safeguarded.
Omer Goldberg
|AI-Driven Chaos and the Rise of Oracles: The Future of Trust
We’re expanding the definition of an Oracle. At its core, an Oracle is more than a protocol to source and deliver high-integrity, reliable, authentic, and secure data between networks. It adds a crucial truth-seeking layer of verification and filtering. Oracles don’t just deliver data—they ensure it’s trustworthy. Using truth-seeking algorithms, Oracles will filter out misinformation and manipulated data, safeguarding the applications and networks they serve.
Omer Goldberg
|Edge Proofs: AI-Powered Prediction Market Oracles
Edge Proofs Oracles ensure verifiable data provenance, integrity, and authenticity, enabling blockchain applications to trust the external data they rely on. This capability is crucial for Prediction Market Oracles, a specialized subset of proof oracles designed to bring off-chain data on-chain in a secure and trusted manner, ensuring accurate verification of real-world outcomes like elections.
Omer Goldberg
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