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exploratory-sota-research - Exploratory AI/ML Research Mapping

Map AI/ML state of the art for technical problems through mechanism-based literature search and benchmark mapping.

Tags

Updated: 2026-05-09
AI researchliterature reviewmachine learningstate-of-the-artbenchmark mapping

Capabilities

conduct exploratory literature searchmap state-of-the-artanalyze mechanism landscapeidentify research directions

Typical Inputs

technical problem descriptionresearch objectiveconstraints and requirements

Typical Outputs

research objective reportchallenge mapmechanism landscape

What this skill does

  • conduct exploratory literature search
  • map state-of-the-art
  • analyze mechanism landscape
  • identify research directions
  • scan benchmarks and artifacts
  • recommend technical directions
  • read challenge documents
  • persist external sources
  • update research artifacts

Inputs

  • technical problem description
  • research objective
  • constraints and requirements
  • CHALLENGE.md file
  • ACTIVE.md file
  • knowledge base repository

Outputs

  • research objective report
  • challenge map
  • mechanism landscape
  • evidence summary
  • research recommendations
  • L notes (literature sources)
  • updated ACTIVE.md
  • H/CR/SR artifacts

Requirements

  • Limina repository access
  • knowledge base structure

Source

  • Spec: SKILL.md

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