AgentStop: Terminating Local AI Agents Early to Save Energy in Consumer Devices
May 28, 2026
AgentStop is a lightweight efficiency supervisor that monitors local AI agents in real time, predicts when they are heading toward wasted computation, and terminates unpromising runs early to save battery on consumer devices.
Read this articlePrivacy risks of agentic oversharing on the Web
Mar 5, 2026
Agents working on your behalf spill your data. Research finds it's common, asking them to be private isn't enoughand tightening privacy can actually improve results.
Read this articlezkLogin: when ZKP is not enough
Feb 13, 2026
Zero-knowledge proofs can't fix what they can't see. Our security analysis of zkLogin reveals that real-world ZK authorization systems are only as secure as the authentication infrastructure they're built on.
Read this articleCoral: Bridging Parsing and Zero-Knowledge Proofs
Nov 17, 2025
We introduce Coral, a system for proving in zero-knowledge that a committed byte stream corresponds to a structured object in accordance with a Context Free Grammar.
Read this articleThe limits of zero-knowledge for age-verification
Nov 5, 2025
ZKPs are often advanced as a technical remedy, promising privacy-preserving attestations of age or eligibility. Yet their deployment in practice exposes both conceptual and practical limits.
Read this articleMembership Privacy Risks in LLMs
Sep 25, 2025
LLMs can memorize and leak training data, posing serious privacy risks. We introduce CAMIA, an assessment method tailored to the generative nature of LLMs.
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