Analyze and optimize tweets for maximum reach using Twitter's open-source algorithm insights. Rewrite and edit user...
Tools
Utility skills for file operations, system tasks, and automation
Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before...
Async REPL Protocol
Save session state (continue working or exit safely)
Completion Check: Verify Infrastructure Is Wired
Environment Triage
UI/UX visual design, styling, and aesthetic validation
Graceful Degradation with Helpful Messages
Hook Development Rules
Implement technical plans from thoughts/shared/plans with verification
Implement technical plans from thoughts/shared/plans with verification
Index at Creation Time
Deterministic router for math cognitive stack - maps user intent to exact CLI commands
Unified math capabilities - computation, solving, and explanation. I route to the right tool.
MCP Script Rules
Migration workflow - research → analyze → plan → implement → review
Observe Before Editing
OPC Architecture Understanding
Unit-aware computation with Pint - convert units, dimensional analysis, unit arithmetic
QLTY During Development
Setup Ralph autonomous coding loop (external fresh-context pattern)
Check reference SDK implementations using btca ask
Router-First Architecture
Search Tool Hierarchy