| name | paperlab_publication_opportunity_mining |
| description | Mine NeqSim and PaperLab repositories for publishable scientific papers,
book chapters, benchmark notes, and review articles. Use when looking for the
next high-impact PaperLab publication opportunity.
|
PaperLab Publication Opportunity Mining
When to Use
USE WHEN: deciding what PaperLab should write next, scanning NeqSim for
publication-worthy changes, or converting code and task history into a ranked
paper/book roadmap.
Signals to Inspect
| Signal | Why it matters |
|---|
| Recent Java classes or tests | Fresh capability or unreported improvement |
| Existing notebooks and figures | Lowers effort to produce evidence |
| Changelog and task log entries | Indicates solved problems with reusable context |
| Unvalidated model claims | Creates validation-paper opportunities |
| Repeated book sections | May become a standalone review or tutorial paper |
Scoring Dimensions
Score candidates from 0 to 5 for:
- novelty,
- NeqSim improvement impact,
- validation data availability,
- benchmark feasibility,
- figure and table richness,
- journal fit,
- book reuse potential.
Output Schema
{
"opportunities": [
{
"slug": "flash_solver_convergence",
"title": "Flash solver convergence across multiphase envelopes",
"paper_type": "characterization",
"readiness": "needs_validation",
"target_journals": ["computers_chem_eng"],
"required_evidence": ["benchmark matrix", "reference data", "failure taxonomy"],
"neqsim_improvement": "adds regression benchmarks and solver diagnostics",
"score": 22
}
]
}
Pass Criteria
- Each proposed topic has a concrete NeqSim improvement.
- Each topic has a validation or reproducibility path.
- At least one target output is named: paper, chapter, review, benchmark note, or lab.
Safety Rules
- Do not claim novelty without checking prior PaperLab papers and obvious literature.
- Keep private task names and asset tags out of public roadmaps.
- Mark speculative ideas as speculative.
