Organized AI Workspace | Complex Multi Phase Planning | Auditable Agent Workflows | Long Running Goals | Structured Agentic Loops

Organized workspace for all your context and work

Language-agnostic best practices for building reliable agentic loops. Pillar-by-pillar guide to goals, persistent state, verification gates, guardrails, and anti-patterns. Zero dependencies.

SCROLL - a harness for agentic loops. Build AI agents as folders, not code.

Festival Methodology CLI - Goal Oriented Planning Designed for Efficient Autonomous Execution - Long Term Goals - Structured Agentic Loops

Loop until it's better — drop-in agentic loops (autoresearch, scientific writing, data analysis, code/SQL/prompt optimization, red-teaming) as open-standard Agent Skills. Verification-gated; native on Claude Code, portable across Codex, Cursor & other Skills hosts.

Standalone agentic loop templates, examples, and safety utilities.