Agent Orchestration Rules

Test-driven development workflow with philosophy guide - plan → write tests → implement → validate

Get a token-efficient overview of any project using the TLDR stack

Braintrust tracing for Claude Code - hook architecture, sub-agent correlation, debugging

QLTY During Development

Parallel Agent Type Contracts

Routes problems to appropriate mathematical frameworks using expert heuristics

Generate comprehensive PR descriptions following repository templates

Never Use TaskOutput

Use RepoPrompt CLI for token-efficient codebase exploration

Problem-solving strategies for entropy in information theory

Problem-solving strategies for compactness in topology

Query the memory system for relevant learnings from past sessions

Search Mathlib for lemmas by type signature pattern

Environment Triage

Analyze Claude Code sessions via Braintrust

Search Tool Hierarchy

Problem-solving strategies for first order odes in odes pdes

Guide for integrating Agentica SDK with Claude Code CLI proxy

AI-powered web search, research, and reasoning via Perplexity