ae-analysis

This is the single entry skill for analysis intent and command execution.

Route before reading

1. Map the request to a command family before opening any reference.
   • Known family: open only its dedicated reference. For example, a retention request goes directly to references/adhoc_run.md plus the retention section of references/ai_models.md.
   • Unknown family: search references/command_index.md with rg or an equivalent text-search tool and keep only the matching rows. command_index.md is a search-only fallback; never open it with a whole-file read or print the entire file.
2. Read the selected command's dedicated reference before composing it:
   • event list -> references/event_list.md
   • analysis dashboard list -> references/dashboard_list.md
   • personal-semantic-preference list -> references/personal_semantic_preference_list.md
   • replace hyphens with underscores in gateway filenames.
3. For an AI-facing ad-hoc definition, also read references/ai_models.md.
4. For cluster/tag --definition-request, also read the matching references/user_cluster_models.md or references/user_tag_models.md. Shared primitives live in references/audience_models.md.
5. For analysis data retrieval, choose run or export using references/analysis_data_retrieval.md.
6. When an AI-QP compile failure contains slot_kind, allowed_resource_types, search_targets, and next_action, read and follow metadata_resolution.md.