Testing reveals Kronos, a foundation model, does not outperform traditional Brownian motion in short-term Bitcoin price predictions, challenging assumptions about AI trading edges.
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Risk Control
98 posts
Introducing Forezai · TradingAgents — a committee of LLMs decides paper-trades
Forezai · TradingAgents launches a framework where a committee of large language models makes paper-trading decisions, advancing AI-driven trading research.
AI Trading Bot — Week Two: The candidate edge collapsed
The promising BTC fair-value strategy collapsed after losing nearly all gains, leaving the entire AI trading fleet in the red.
Agentic Loop Failure Modes: A Production Taxonomy at the End of Year One
A comprehensive taxonomy of failure modes in production agentic AI systems after one year of deployment, covering six categories and 15 specific modes.
Building an AI Trading Bot — Week One: Why a 90 % Win Rate Can Still Lose Money
A week into testing an AI trading bot, high win rates do not guarantee profitability. The experiment reveals complexities in market pricing and strategy edge.
Cybersecurity operations signal monitor: A backdoor in a LinkedIn job offer
Cybersecurity researchers have identified a backdoor embedded in a LinkedIn job posting, raising concerns about targeted hacking efforts and organizational security.
Three Public Vulnerabilities. Chained.
A sequence of three chained public vulnerabilities led to the May 2026 TanStack npm compromise, highlighting the speed of AI-augmented attacks.
The Roblox Cheat That Broke Vercel.
A Roblox auto-farm cheat script downloaded by an employee led to a major security breach at Vercel, exposing customer credentials across multiple cloud platforms.
ShinyHunters · The New APT Model.
Analysis of how ShinyHunters has evolved into a new operational threat, emphasizing AI-enabled capabilities and a scalable criminal model.
The OAuth Permission Apocalypse.
An analysis of the widespread OAuth permission issues that enable supply chain attacks, with parallels to SQL injection vulnerabilities and implications for enterprise security.