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If an AI model can find a vulnerability for an attacker, the same model should help a defender fix it. In practice, the math doesn't favor the defender. This quick video digs into the real asymmetry AI-powered vulnerability discovery creates: The goal is models acting as tools for defenders, not weapons for attackers. Getting there means rethinking how much ground your team can realistically cover on its own.

A big tool result does not have to be a big context cost. AURA moves it to disk and hands the model a pointer plus the tools to navigate what is there. A large MCP tool result can consume or overflow an agent's context window, and on a third-party server you do not control how much comes back. Scratchpad breaks the link between how big a tool result is and how much context it costs: the full output goes to disk, and only the slice the model asks for ever enters the window. Errors always pass through inline, so the model can react to them.

It started with a single log line taking up a massive amount of volume: 500 million emissions per hour. Pulling that thread led Emma and Steven into Slack's broader logging pipeline: 311 billion logs per day at 4.4M/sec peak, with no volume limits, no per-service attribution, and no feedback to the teams generating the noise.

Learn how to suppress OnPage notifications during a scheduled maintenance window so your on-call team isn’t unnecessarily alerted while planned work is underway. OnPage’s Suppress Notifications option temporarily prevents notifications from being sent during a defined period. This is especially useful during scheduled maintenance, planned downtime, testing, or other known activities that could otherwise generate unnecessary alert noise.

Learn how to create and configure a message template in OnPage to make critical communication faster, more consistent, and easier for your team. OnPage message templates are predefined message formats that help teams standardize frequently used communications without having to compose every alert or message from scratch, and can be pulled up on both web message dispatcher and OnPage's phone app. In this step-by-step tutorial, we show you how to navigate to Settings then Template, create a new message template, and configure the information users will see when that template is selected.