© 2026 YOLOX SYSTEM. ALL RIGHTS RESERVED.
Gives your agent the ability to perform specification-first development using Socratic questioning and evolutionary loops.
When you want to expose hidden assumptions before writing any code
When a task requires autonomous iteration until it is fully verified
When requirements are vague and need to be crystallized into a spec
Start a Socratic interview to clarify goals, constraints, and success criteria
Generate an immutable seed specification from your clarified requirements
Observe the agent executing the spec through a Double Diamond loop
Review the multi-stage evaluation reports until your implementation converges
You
ralph, build a task management CLI for me.
Agent
I will start by interviewing you to expose any hidden assumptions about how your CLI should work. Once we've reached an ambiguity score below 0.2, I'll generate a seed specification and begin an evolutionary loop. I'll execute the plan and evaluate the output until the ontology converges and all tests pass.
Gives your agent the ability to design and optimize referral and affiliate programs to drive viral growth.
Orchestrate multiple subagents to execute development plans in parallel using task dependencies and verification loops.
Specialized orchestrator for parallel task execution using 'sparky' role subagents for accelerated plan implementation.
Gives your agent the ability to triage and resolve Fedora Linux issues using systemd, dnf, and SELinux-aware practices.
Gives your agent the ability to build AI applications using the Mastra framework by verifying current APIs and implementing agents, workflows, and tools.
© 2026 YOLOX SYSTEM. ALL RIGHTS RESERVED.