Abstract
The technology described herein relates to an automated system that continuously diagnoses and repairs firmware performance defects using foundation models, structured agent scheduling, telemetry analysis, and tool-integrated code maintenance pipelines. The system evaluates firmware performance signals to localize temporal windows of degradation, correlates telemetry with system error logs, performs automated fault localization in firmware source code, and generates verified code updates. Keywords: computational accelerator, firmware diagnostics, performance repair, foundation model, fault localization, telemetry analysis, automated patch generation, agent scheduler, cloud platform telemetry.
Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.
Recommended Citation
N/A and , "Automated Framework for Firmware Performance Diagnostics and Autonomous Fault Repair in Accelerator Computing Fleets", Technical Disclosure Commons, (October 26, 2026)
https://www.tdcommons.org/dpubs_series/12409