skills.rest
JustineDevs
JustineDevsCOMMUNITY
Explore all skills by this author →
Website𝕏@Trader2GGitHub

autoresearch

Automate iterative research workflows with stateful validator-gated completion loops.

2|Updated May 3, 2026
Search Tags:#automation#workflow#research#validation#stateful#roblox
One-click install
npx skills add https://github.com/JustineDevs/roblox-ai-os --skill autoresearch-justinedevs
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: autoresearch
Source: https://github.com/JustineDevs/roblox-ai-os/tree/main/plugins/roblox-ai-os-creator-skills/skills/autoresearch
Command: npx skills add https://github.com/JustineDevs/roblox-ai-os --skill autoresearch-justinedevs

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill solves the problem of unguided or non-persistent AI research by enforcing a stateful, validator-gated loop that ensures research tasks continue until specific, measurable criteria are met.

Core Features & Use Cases

  • Stateful Persistence: Maintains research progress and validation state across sessions using native hooks.
  • Validator-Gated Completion: Ensures research output is only finalized once it passes a specific mission-validator script or architect review.
  • Use Case: Use this for complex architectural planning where you need the AI to iteratively refine a design until it satisfies a specific set of technical constraints or validation metrics.

Quick Start

Initiate the research loop by running the deep-interview command with the autoresearch flag to define your mission and validation mode.

Frequently Asked Questions about autoresearch

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

FAQPage Schema
How do I automate iterative AI research workflows with stateful validation?▼

Automate iterative research workflows by enforcing a stateful, validator-gated loop that maintains progress across sessions, ensuring tasks persist until specific measurable completion criteria are met.

What is validator-gated completion for architectural planning tasks?▼

Validator-gated completion ensures research output is only finalized once it passes a specific mission-validator script or architect review, guaranteeing objective-driven outcomes for complex architectural planning.

How do I start a persistent research loop for Roblox creator-runtime tasks?▼

Start a persistent research loop by running the deep-interview command with the autoresearch flag, which defines your mission parameters and selects the appropriate validation mode for your tasks.

Does this research automation tool work without persistent state tracking?▼

No, this research automation requires persistent state tracking and defined completion artifacts to function, as it relies on native hooks to manage mission-critical research cycles across sessions.

When should I use script-based validation versus architect-based verification protocols?▼

Use script-based validation for automated technical constraint checks, and architect-based verification protocols when qualitative reviews are needed to refine complex designs iteratively until passing specific metrics.

Why does unguided AI research fail to meet specific technical constraints?▼

Unguided AI research fails because it lacks stateful persistence and validator-gated loops, meaning it cannot automatically enforce iterative refinement against specific technical constraints or validation metrics.

Related Skills

Explore More Software Engineering Skills→
TienchingTienching
3

autoresearch

Automate a validator-gated research loop with persistent state in .omb/state.

Community
Advanced
muammeryldrm42muammeryldrm42

Dead Code Elimination

Remove unused or unreachable code with incremental, verifiable changes.

Community
Advanced
chuangkevinchuangkevin

subagent-driven-development

Dispatch fresh subagents to implement, test, and commit each task.

Community
Advanced
prthikprthik
1

autoresearch

Run stateful research loops gated by validator scripts or prompts.

Community
Advanced