Research

Assess paper completeness against ML Reproducibility Checklist

Design concrete removal steps for a constraint with timeline and resource needs.

Assess how removable a constraint is with effort estimate and dependency analysis.

SOP: 指定变量间关系的方向与形式

Reframe the problem from 4 professional perspectives to reveal what each discipline would focus on.

Compile all problem reformulation analyses into a coherent report with a recommended new problem definition.

Campaign: Systematic adversarial attack from military/intelligence/AI-safety traditions. Core question: Can systematic adversarial attacks find fatal flaws? Methods: UFMCS Red Team Handbook v9.0, CIA SAT, Anthropic Red Teaming, NIST AI RMF, Inie et al. 12-strategy taxonomy.

Reassemble decomposed system fragments into novel structural arrangements that create emergent value.

Reassemble decomposed fragments into novel structures through systematic recombination of components.

Re-evaluate S/O/D scores after mitigation measures are in place. Validates that mitigations actually reduce risk as expected.

Re-derive conclusions under a negated assumption, tracking where the derivation diverges from the original.

Incorporate a new judgment into the rating model and return updated ratings for all candidates.

Strategy: 快速粗筛——两轮过滤将大量 gaps 压缩为可精排的候选集

Produce the final ranking artifact from converged ratings and consistency report.

Compare multiple ranking results to assess agreement and identify divergent items.

Use random word/concept injection as creative stimulus. Selects random concepts and forces connection to the problem space, generating unexpected solution paths.

Random word/paper/concept as thinking entry point. Use genuine randomness to escape fixation and open unexpected solution paths.

Select random paper facet as creative stimulus. Uses genuine randomness in paper selection to break domain fixation.

Random word/concept as thinking entry point (de Bono Random Entry)

Synthesize multiple dimension scores into radar chart data and compute overall readiness.

SOP: 综合所有中间产物产出最终研究问题集

Reframe research questions using abstraction laddering, HMW formulation, and Socratic probing. Find the most productive level and framing for investigation.

Tactic: 迭代精化研究问题直到通过 FINER 5 项标准

Multi-dimensional patent quality assessment — forward citations, family size, claim count, geographic breadth