
Worked on improving the stability and correctness of the autoscaling loop in the hashicorp/nomad-autoscaler repository, focusing on preventing negative scaling scenarios. Addressed a bug in the threshold scaling strategy by ensuring that when the instance count was zero, the newCount value would be clamped at zero, eliminating the risk of unintended negative scaling. Added regression tests to verify that newCount remains non-negative across edge cases, tightening the guardrails around scaling decisions. Utilized Go for development and testing, with changes aimed at reducing operational risk, preventing cost spikes, and increasing confidence in production autoscaling behavior for Nomad environments.
April 2025 — Focused on stability and correctness of the autoscaling loop in hashicorp/nomad-autoscaler. Implemented a safety fix to threshold scaling to clamp newCount at zero when there are no instances, added regression tests, and tightened the guardrails around scaling decisions. These changes reduce surprise scaling, prevent cost spikes from erroneous scaling, and improve confidence in production operations.
April 2025 — Focused on stability and correctness of the autoscaling loop in hashicorp/nomad-autoscaler. Implemented a safety fix to threshold scaling to clamp newCount at zero when there are no instances, added regression tests, and tightened the guardrails around scaling decisions. These changes reduce surprise scaling, prevent cost spikes from erroneous scaling, and improve confidence in production operations.

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