---
title: Autopilot 2.3
source: https://docs.newrelic.com/docs/release-notes/autopilot-release-notes/autopilot-26-09-16
---

### New features

-   Autopilot now applies improved, tailored size limits and smarter budget tracking to every major tool, from NRQL queries to APM and alert analysis, so one oversized response or a single failing tool call is less likely to impact a whole investigation.
-   Behind-the-scenes improvements to how Autopilot compresses context, routes requests, and retrieves memory and knowledge help cut processing time without sacrificing answer quality, especially on high-volume accounts. Average run time is down about 20%.
-   Improvements for investigating complex environments with many entities, alerts, or logs, where the sheer volume of data could previously cause the run to fail.

### Bug fixes

-   Autopilot now better grounds Slack responses to the data it actually retrieved.
-   Autopilot now better recovers from individual step failures and continues where it can, resulting in fewer incomplete analyses.
-   Fixed an issue where a complex query could cause Autopilot to fail silently. These cases now fail fast with a clear explanation so you can make adjustments.
-   Generic "something went wrong" messages have been replaced with suggestions that provide specific detail about what happened and what to try next.
-   The chart for "how many active issues" now better matches the text details in the response.