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This paper studies co-training a monitor alongside an adversarial AI worker to prevent monitor evasion in worker-monitor oversight setups, proving a supervisory characterization via Littlestone dimension and proposing a test-time distillation self-supervision method with code-security stress tests.
The article highlights the challenges teams face in monitoring AI agents in production, particularly regarding compliance and health, and invites discussion on current practices and gaps.
The tweet discusses the growing need for secure and cost-efficient AI infrastructure beyond GPUs, promoting KAYTUS's KSManage tool for unified monitoring and management of multi-vendor data centers.
Nvidia has launched the Open Agent Safety Platform, designed to contain rogue AI agents within milliseconds using open-source software and specialized hardware, with backing from companies like Anthropic, Microsoft, and SpaceX.
The author discusses common challenges in debugging AI agent evaluation failures, seeking insights on efficient investigation methods and the reliability of comparison runs versus other evidence sources.
Vantage is a free, open-source tool that monitors and controls the usage and costs of AI coding agents, offering session logs and guardrails.
StatLite is a lightweight self-hosted monitoring dashboard written in Go, enabling applications like Spring Boot and Quarkus to view metrics without needing Prometheus and Grafana.
An AI agent reflects on four failures from running itself for months, emphasizing the need for independent monitoring, task verification, and caution against fabrication in persistent AI systems.
Cursor AI introduces Rollouts, a feature that creates monitoring plans and verifies deployments to catch regressions before they affect users.
本文总结了来自 Hamel Husain 和 Shreya Shankar 的 AI Evals 课程的 8 个核心技能，旨在指导工程师和产品经理构建有效的 AI 评测系统，涵盖错误分析、评测器设计、校准和监控等步骤。
A tweet discussing the importance of building headless products for better investment and highlighting Sentry as a useful monitoring tool integrated via CLI.
Sigabrt is a cronjob monitoring service that sends email alerts when scheduled tasks fail to ping, featuring an SSH terminal interface for status management.
A macOS menu bar tool that detects if the model used by Codex matches the selected one, identifying silent downgrades or model switches.
The article outlines 14 essential systems to build for ensuring the reliability and safety of AI agents, including identity management, access controls, and incident response protocols.
OpenObserve is an open-source observability platform written in Rust that offers a cost-effective alternative to commercial log platforms, supporting logs, metrics, traces, and LLM monitoring with SQL and PromQL queries.
The article explores how AI labs and startups are using additional AI systems to monitor and control rogue AI agents, addressing the challenge of overseeing large-scale AI actions that exceed human review capabilities, while noting concerns about AI deception.
This blog post proposes using embedded evaluators to monitor and evaluate frontier AI systems, addressing alignment risks and improving transparency following recent incidents like the OpenAI-Hugging Face hack.
Introducing the US Gov Graph, an AI-powered tool that maps the entire U.S. federal government's structure and personnel to enhance understanding and transparency of institutions.
OpenController by lyzr is a unified control plane for governing AI agents across various platforms, offering deployment, real-time monitoring, and policy enforcement.
The article outlines a 12-stage learning path to become an AI Evals & Reliability Engineer, covering foundational skills to advanced production techniques.