yogsoth-ai/de-anthropocentric-research-engine - Page 5

deep-insight-validity-envelope-mapping

Map multi-dimensional validity envelopes — define variation axes, perturb systematically, measure degradation, construct boundary surface.

deep-insight-web-research

Deep web research with full page fetching via Apify. Import of web-browsing/web-research skill. Must fetch full page — no conclusions from previews.

deep-insight-web-search

Quick web scanning for landscape understanding. Import of web-browsing/web-search skill. Snippets only — no conclusions from snippets alone.

experiment-execution-bottleneck-identification

Where is the system bottleneck? — TOC 5 Focusing Steps + Current Reality Tree to find the binding constraint

experiment-execution-consistency-pair-evaluation

Pairwise consistency assessment using Cross-Consistency Assessment (CCA) matrix

experiment-execution-factor-level-design

Design factorial experiments to test how specific factors affect outcomes

experiment-execution-paper-overview

Import SOP: paper landscape scan (from literature-engine skill)

experiment-execution-paper-research

Import SOP: paper full-text reading (from literature-engine skill)

experiment-execution-paper-search

Import SOP: paper AI summary reading (from literature-engine skill)

experiment-execution-quality-gate-check

Shared SOP: verify quality gate criteria are met before proceeding

experiment-execution-saturation-detection

Shared SOP: detect information saturation — know when to stop searching/analyzing

experiment-execution-web-research

Import SOP: deep full-page content analysis (from web-browsing skill)

experiment-execution-web-search

Import SOP: quick web scan discovery (from web-browsing skill)

hypothesis-formation-novelty-scoring

SOP: Assess the novelty potential of a research gap, identify differentiation directions, and output a score

hypothesis-formation-paper-overview

Import SOP: Quick paper scan, returns abstract and metadata (from literature-engine)

hypothesis-formation-paper-research

Import SOP: Deep literature research, raw full text + PDF Q&A (from literature-engine)

hypothesis-formation-paper-search

Import SOP: Medium-depth literature search, AI summary report (from literature-engine)

hypothesis-formation-portfolio-optimization

Strategy: Treat the gap set as an investment portfolio — use risk/return/diversity optimization to select the optimal gap portfolio

hypothesis-formation-quality-gate-check

Shared SOP: General quality-gate check (format completeness, logical consistency)

hypothesis-formation-saturation-detection

Shared SOP: judge whether the current activity has reached information saturation

hypothesis-formation-scoring-matrix-construction

Tactic: orchestrate multi-dimensional scoring SOPs to build a comprehensive assessment matrix for all gaps

hypothesis-formation-variable-identification

SOP: identify variables and their roles within a hypothesis

hypothesis-formation-web-research

Import SOP: deep web research, full-text fetching and analysis (from web-browsing)

hypothesis-formation-web-search

Import SOP: quick web scan, discover URLs and snippets (from web-browsing)

knowledge-acquisition-benchmark-inventory

Identify and catalog all relevant benchmarks in target domain

knowledge-acquisition-claim-decomposition

Independent/dependent claim parsing, element extraction, and feature mapping to technical domains

knowledge-acquisition-gap-identification

Identify what the literature has NOT addressed — missing methods, untested combinations, unexplored applications, contradictions without resolution. Used by all strategies.

knowledge-acquisition-paper-overview

Abstract-level paper scanning for broad coverage. Import of literature-engine/literature-overview skill. Abstract-level only — no methodology conclusions from abstracts.

knowledge-acquisition-paper-research

Full-depth paper reading with raw text extraction. Import of literature-engine/literature-research skill. Must read fullText (true) — equations, hyperparameters, specific claims extracted.

knowledge-acquisition-paper-search

AI-summarized paper reading for intermediate depth. Import of literature-engine/literature-search skill. Must call get_paper_content for every analyzed paper.

knowledge-acquisition-saturation-detection

Determine when additional searching yields diminishing returns. Analyzes the latest expansion batch against existing corpus to judge continue/near-saturation/saturated. Used by snowball and systematic-survey.

knowledge-acquisition-web-research

Full-page web reading for non-academic perspectives — blogs, tech reports, product pages, industry analysis. Import of web-browsing/web-research skill. Must fetch full page via apify for every analyzed page.

knowledge-acquisition-web-search

Quick web scanning for landscape understanding. Import of web-browsing/web-search skill. Snippets only — no conclusions from snippets alone.

knowledge-structuring-claim-decomposition

Tactic for decomposing compound claims into atomic propositions — identify logical structure, separate conjunctions, extract implicit assumptions.

knowledge-structuring-combination-mapping

Strategy for enumerating meaningful combinations across dimensions and marking existing work.

knowledge-structuring-consistency-checking

Tactic for verifying ontology consistency — detect contradictions, cycles, orphans, and type violations.

knowledge-structuring-gap-prioritization

Strategy for ranking unexplored combinations by novelty, feasibility, and potential impact.

knowledge-structuring-novelty-scoring

SOP for scoring empty cells by novelty potential — how surprising and valuable would this combination be?

knowledge-structuring-variable-identification

Identify key variables in the causal system

literature-overview

Quick landscape scan — discover papers on a topic without full-text reading