Technical deep dives and updates from the Kestrel AI team.
A real story about a change that was in staging for 6 weeks before crashing production. How Kestrel's Causal PR Search and AI Code Fix agents turn 45-minute investigations into 5-minute resolutions.
A technical analysis of how Kestrel identifies and remediates latent configuration risks in environments where infrastructure complexity outpaces organizational expertise.
MIG fragmentation is the silent killer of GPU cluster utilization. You have capacity on paper, but your training jobs are stuck in Pending. Kestrel detects this invisible problem and shows you exactly how to fix it.
Managing Kafka in production requires deep expertise in both cloud infrastructure and Kafka internals. Kestrel brings both, automatically resolving incidents like under-replicated partitions, ISR thrashing, and consumer group rebalance storms.
A deep dive into how Kestrel automatically identifies and remediates complex networking misconfigurations - including VPC peering blackholes, security group issues, and more.