Unified math capabilities - computation, solving, and explanation. I route to the right tool.
Agentic Workflow Pattern
Observe Before Editing
Validation agent that validates plan tech choices against current best practices
Deep interview process to transform vague ideas into detailed specs. Works for technical and non-technical users.
Write reliable prompts for Agentica/REPL agents that avoid LLM instruction ambiguity
Migration workflow - research β analyze β plan β implement β review
Completion Check: Verify Infrastructure Is Wired
Async REPL Protocol
QLTY During Development
Comprehensive code review workflow - parallel specialized reviews β synthesis
A complete skill for E2E testing
Agentica server + Claude proxy setup - architecture, startup sequence, debugging
Transform session learnings into permanent capabilities (skills, rules, agents). Use when asked to "improve setup", "learn from sessions", "compound learnings", or "what patterns should become skills".
Spawn Agentica multi-agent patterns
System health check (MOT) for skills, agents, hooks, and memory
Never Use TaskOutput
Index at Creation Time
Idempotent Redundancy
Search Tool Hierarchy