| Area | Improvement | |------|-------------| | | Cold start reduced by 32% (average 1.8s → 1.2s on NVMe). | | Memory Usage | Garbage collector tuned; peak heap reduced by 18% under heavy batch operations. | | Logging | Structured JSON logs with trace_id and span_id for OpenTelemetry compatibility. | | CLI | New toolkit pipelines run --dry-run flag. |
toolkit upgrade --beta 5
We ran a series of tests on a standard test bench (Intel i7-12700K, 32GB RAM, NVMe SSD, Windows 11 Pro) to see if the upgrade is worth the risk. toolkit 2.6 beta 5
Building on previous betas, this version refines AttachedCardShadow and AttachedDropShadow , allowing for more complex visual depth with less overhead. | Area | Improvement | |------|-------------| | |