relentless-iteration

Run repeated multi-persona stress-testing cycles to find and fix code and UI issues.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/kileroppo/AI-Coding-Guidance-Skills --skill relentless-iteration
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: relentless-iteration
Source: https://github.com/kileroppo/AI-Coding-Guidance-Skills/tree/main/skills/relentless-iteration
Command: npx skills add https://github.com/kileroppo/AI-Coding-Guidance-Skills --skill relentless-iteration

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Relentless Iteration solves the problem of shallow, single-perspective reviews by running repeated, persona-driven rounds that uncover real usability, robustness, and security issues until a stopping condition is met.

Core Features & Use Cases

  • Multi-round critical iteration across design, engineering, and adversarial perspectives to find hidden failures
  • Persona rotation (12 personas) to simulate diverse user behaviors, constraints, accessibility needs, and hostile inputs
  • Scope + strictness control to focus on UI/UX, backend-only, full-stack, and choose maximum vs critical-only scrutiny

Quick Start

Type /iterate and let the AI run repeated persona-based rounds to find problems, propose fixes, implement them, and verify via tests.

Frequently Asked Questions about relentless-iteration

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I run multi-persona stress testing to find UI edge cases and harden code?

Multi-persona stress testing rotates through 12 distinct user perspectives, including accessibility and hostile inputs, to uncover usability and robustness issues. It simulates diverse user behaviors and constraints to identify edge-case failures across full-stack, frontend, or backend scopes.

What is the best way to automate regression verification while iterating on UX flows?

Automating regression verification during UX iteration requires running repeated critical analysis cycles that apply fixes and execute baseline tests. This ensures zero regressions are introduced while hardening product robustness until specific quality criteria are satisfied.

Can I focus code hardening and security testing only on backend infrastructure?

Yes, code hardening and security testing can be scoped strictly to backend-only or infrastructure environments. You can apply scope and strictness controls to focus scrutiny solely on backend logic or limit it to critical-only issue identification.

How does persona rotation improve accessibility testing for product flows?

Persona rotation improves accessibility testing by simulating diverse user constraints and behaviors across 12 distinct profiles. This multi-round critical iteration exposes hidden usability failures that single-perspective reviews often miss when evaluating product flows.

Why does single-perspective UX review miss edge-case failures in full-stack applications?

Single-perspective UX reviews miss edge-case failures because they lack the multi-round critical iteration needed to simulate diverse behaviors and hostile inputs. Without persona rotation covering accessibility and security needs, hidden robustness issues remain undiscovered.

Do I need existing tests before starting ruthless UX passes for regression checks?

You need baseline regression checks to execute ruthless UX passes effectively. The iteration process must identify user-impacting issues with file and line evidence, propose fixes, apply changes with tests, and verify zero regressions before stopping.