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A/B test agent variants for quality and token cost.

Scaffold vexjoy-agent operator .md files: frontmatter, routing block, operator context, reference loading table, phase/gate workflow.

Background memory consolidation — overnight review, merge, and injection payload for memory files.

Classify user requests and route to the correct agent + skill. Primary entry point for all delegated work.

Retrospective reader: the negative-results registry plus routing and review telemetry.

Create and iteratively improve skills through eval-driven validation.

Evaluate skills: trigger testing, A/B benchmarks, structure validation, head-to-head bake-offs.

Closed-loop toolkit self-improvement: discover gaps, diagnose, propose, critique, build, test, evolve.

Audit trail investigation on SAP Converged Cloud using Hermes. Triggers: audit, who changed, what happened, hermes, events, compliance, CADF, activity log, trace action, who did, what was done, event history

Autoscaling operations via Castellum. Triggers: autoscaling, castellum, resize, scaling, threshold, auto-resize, capacity management. NOT for: manual quota changes (use sapcc-quota/Limes).

Bare metal node operations via Ironic. Triggers: baremetal, bare metal, ironic, node, provision state, hardware, physical server. NOT for: virtual servers (use sapcc-compute/Nova).

Manage compute instances on SAP Converged Cloud. Covers server lifecycle, flavor selection, status transitions, and cross-service correlation with networking and storage. Use when: listing VMs, checking server status, debugging instance issues, performing…

Archer endpoint service management for private network connectivity in SAP Converged Cloud. Triggers: endpoint service, private link, archer, private connectivity, service endpoint, internal access, cross-project access

DNS zone and recordset operations via Designate. Triggers: dns, zone, recordset, domain, designate. NOT for: network ports, floating IPs (use sapcc-networking).

Email service operations via Cronus. Triggers: email, cronus, smtp, template, email usage, sending. NOT for: monitoring alerts (use sapcc-metrics/Maia).

SAP Converged Cloud identity and access management via Keystone. Domain/project hierarchy, authentication context, application credentials, role assignments, and service catalog interpretation. Use when: project, domain, authentication, roles, token,…

A reusable workflow template. Customize phases for your use case.

Generate images using Google Gemini's image generation APIs via Python CLI. Use for "generate image", "create image", "gemini image", "AI image", or when needing AI image generation in Claude Code.