Async REPL Protocol
Deterministic router for math cognitive stack - maps user intent to exact CLI commands
Computational geometry with Shapely - create geometries, boolean operations, measurements, predicates
Document codebase as-is with thoughts directory for historical context
Graceful Degradation with Helpful Messages
Observe Before Editing
Explicit Identity Across Boundaries
Query the memory system for relevant learnings from past sessions
Formal theorem proving with research, testing, and verification phases
Write reliable prompts for Agentica/REPL agents that avoid LLM instruction ambiguity
Show full session token usage, costs, TLDR savings, and hook activity
External research workflow for docs, web, APIs - NOT codebase exploration
Guide for integrating Agentica SDK with Claude Code CLI proxy
Use RepoPrompt CLI for token-efficient codebase exploration
Modular Code Organization
Maps questions to the optimal tldr command. Use this to pick the right layer
Debug issues by investigating logs, database state, and git history
Research agent for external documentation, best practices, and library APIs via MCP tools
Skill Development Rules
Index at Creation Time