How to create new skills for an agent-native app. Use when adding a new skill, documenting a pattern the agent should follow, or creating reusable guidance for the agent.
How to delegate all AI work to the agent chat. Use when delegating AI work from UI or scripts to the agent, when a user asks for agent behavior or LLM-powered features, when tempted to add inline LLM calls, or when sending messages to the agent from application code.
How to write great agent instructions for an agent-native app or template: AGENTS.md, skills, and tool/action descriptions. Use when authoring or reviewing AGENTS.md, writing a SKILL.md, wording action descriptions, or deciding what belongs in instructions vs skills vs memory.
How to conduct ad-hoc analyses: gather data from multiple sources, synthesize findings, save reusable analysis artifacts that anyone can re-run for fresh results.
Use when an analytics question spans multiple data sources (e.g. warehouse events + CRM + support + first-party) and you must stitch identities, remove duplicates, and produce one consolidated answer with per-source provenance.
How analytics dashboards are stored, created, and modified. Covers SQL dashboard tables, legacy settings migration, valid panel sources, layout shape, and safe update patterns.
General guidance on querying data sources, using existing scripts vs ad-hoc queries, filtering patterns, and generating charts for the analytics app.
Work with the Brain institutional-memory template, including importing captures, validating quote evidence, writing knowledge, and reviewing proposals.