Automation proposes.
Editors decide.

The public release pipeline is designed for traceability, abstention, and human-controlled structural change.

01Literature Discovery
02Candidate Collection
03Scope & Relevance Screening
04Technical Metadata Extraction
05Taxonomy Routing
06Localized Survey Update
07Validation
08Human Review
09Versioned Release

Assist and propose

  • Search for new papers
  • Deduplicate records
  • Extract technical metadata
  • Identify datasets and metrics
  • Propose taxonomy placement
  • Draft concise summaries
  • Suggest localized edits
  • Prepare changelog candidates

Validate and release

  • Final relevance decisions
  • Factual validation
  • Taxonomy approval
  • Structural changes
  • Benchmark interpretation
  • Public release approval
  • Correction of uncertain entries

Uncertainty pauses publication.

Candidate records can be held for review. Only accepted, validated records should enter an official public survey release.

CandidateUnder ReviewNeeds VerificationAcceptedRejected

Static by design

The agentic system runs on author-controlled computers. It updates structured files and survey content in the repository. The public website is generated as a static site and deployed through GitHub Pages.