Lightlines
Catalogue
Sign in
By lllllllama

ai-research-explore

lllllllama

Turn a research anchor into auditable candidate evidence.

deep learning research

What it does

Explores bounded deep-learning research candidates against a durable research anchor while preserving auditable, reproducible comparisons.

When to use it

Use when the researcher explicitly authorizes exploration and supplies a durable current-research context.

How to use it

Give it an authorized research campaign in a project; it evaluates candidates and writes candidate-only evidence into the project.

What you provide

  • current_research anchor
  • task, dataset, and benchmark
  • evaluation source and SOTA reference
  • compute budget
  • An existing project

Uses


Access · 3

This skill

Zotero

Read

Reads your Zotero literature

arXiv API

Read

Fetches metadata from arXiv

~/.rigorpilot/PERSONAL_RIGOR.md

Read

Reads your personal rigor settings

What you need · 11

Python is needed to use the deterministic orchestration and output scripts.

Requires shared operating, research-rigor, experiment, and thinking-loop references from ai-research-reproduction.

An available Zotero library enables preferred local curated-literature lookup.

Usually delegates construction of campaign-specific repository-understanding artifacts to analyze-project.


About this skill

Visibility
Public
Repository
lllllllama/rigorpilot-skills
Created
Oct 8, 2026
Updated
Oct 8, 2026
Files
34