
Over three months, Carlisia contributed to gravitational/teleport and stacklok/toolhive, focusing on cloud infrastructure, access control, and developer experience. She enhanced VM visibility and RBAC policy precision by introducing user-visible Azure and GCP VM labels, updating UI, CLI, and documentation to support seamless auto-discovery and backward compatibility. In teleport, she improved EC2 auto-discovery by refining IAM permission error handling and markdown-rendered diagnostics, using Go and TypeScript to streamline workflows. For toolhive, Carlisia standardized panic logging with slog and improved documentation hygiene, reducing onboarding friction. Her work demonstrated depth in backend development, error handling, and cross-cloud resource management.
April 2026: Focused on enhancing cloud VM visibility and access control for Teleport by delivering user-visible VM labels for Azure and GCP, enabling RBAC-based access and improved auto-discovery. The work also included renaming and clarifying label constants for better maintainability while preserving backward compatibility, ensuring a smooth transition for existing enrollments. Updated UI/CLI, policy tooling, and docs to reflect the new labels, improving discoverability and reducing policy errors. Overall, the month delivered stronger security posture, better operational usability, and a cleaner codebase around VM labeling.
April 2026: Focused on enhancing cloud VM visibility and access control for Teleport by delivering user-visible VM labels for Azure and GCP, enabling RBAC-based access and improved auto-discovery. The work also included renaming and clarifying label constants for better maintainability while preserving backward compatibility, ensuring a smooth transition for existing enrollments. Updated UI/CLI, policy tooling, and docs to reflect the new labels, improving discoverability and reducing policy errors. Overall, the month delivered stronger security posture, better operational usability, and a cleaner codebase around VM labeling.
February 2026 — gravitational/teleport: EC2 Auto-Discovery IAM permissions and error display enhancements. Focused on improving security posture, error visibility, and developer experience in EC2 discovery workflows, with markdown-rendered error details for quick triage. UX refinements reduce noise when no instances are impacted, aligning with IAC-driven tasks.
February 2026 — gravitational/teleport: EC2 Auto-Discovery IAM permissions and error display enhancements. Focused on improving security posture, error visibility, and developer experience in EC2 discovery workflows, with markdown-rendered error details for quick triage. UX refinements reduce noise when no instances are impacted, aligning with IAC-driven tasks.
June 2025 monthly summary for stacklok/toolhive: Delivered concrete improvements to reliability and onboarding. Key changes focused on panic logging and documentation hygiene, aligned with internal logging standards, resulting in clearer incident diagnostics and reduced onboarding friction for the ToolHive CLI and MCP server.
June 2025 monthly summary for stacklok/toolhive: Delivered concrete improvements to reliability and onboarding. Key changes focused on panic logging and documentation hygiene, aligned with internal logging standards, resulting in clearer incident diagnostics and reduced onboarding friction for the ToolHive CLI and MCP server.

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