cyberneticlibrary
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adversarial-research

Conduct comprehensive, cross-checked web investigations to verify claims and produce reliable reports.

no-skill baseline: 55% — anything below it makes the model worse.

1WORKS 84
agent-ops-article-verificationskilldefault
Editorial teams or AI output validators needing pre-publication fact-checking with defense-in-depth claim extraction
2WORKS 60
loom-researchworkflow
Multi-angle research with parallel search, aggregation, and adversarial contradiction resolution.
3WORKS 59
research-summarizerskill
Comparing multiple sources or extracting structured briefs beats manual reading.
4WORKS 59
fieldatlas-synthworkflow
Grounding research idea generation in corpus citations with novelty-checking and feasibility critique.
5WORKS 58
nihil-odinworkflow
When a transformation decision depends on external behavior, upstream docs, or evidence the repo cannot supply.
6WORKS 58
investigateworkflow
Orchestrate multi-agent investigate across parallel branches and synthesis.
7WORKS 58
deep-researchworkflow
Adversarial deep research with multi-source verification and ranked evidence synthesis.
8WORKS 57
ultraresearchskill
When you need maximum-saturation research across every available source.
9WORKS 57
researchworkflow
Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
10WORKS 57
researchplugin
Research queries that may benefit from specialist skills but need automatic routing to the right tool without requiring user to choose manually.
11WORKS 56
deep-researchcommand
When you need a deep, multi-source, fact-checked research report with confidence gates
12WORKS 55
deep-researchworkflow
When you need multi-phase orchestration with parallel agents across a complex workflow.
13WORKS 55
deep_researchworkflow
Executing complex multi-phase workflows with typed outputs.
14WORKS 55
rc-deep-researchworkflow
In-depth multi-source research when you need analyst-grade findings with proper citations.
15WORKS 55
researchworkflow
Exploratory research with parallel hypothesis agents and cross-check synthesis.
16WORKS 55
deep-researchworkflow
Producing a cited, high-confidence research report when sources include anti-bot paywalls (WebSearch aggregation fallback).
17WORKS 55
deep-researchskill
User wants thorough, cited research on any topic beating single web search with multi-source verification.
18WORKS 55
scientific-thinking-literature-reviewskill
Building citation-backed background sections where systematic protocol and deduplication rules prevent claim gaps.
19WORKS 55
kiln-researchworkflow
Deep research investigations with parallel multi-perspective evidence gathering.
20WORKS 55
pitch-atlas-craftsmen-researchworkflow
Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.
21WORKS 55
researchworkflow
Fan-out web research, dedup sources, synthesize with citations, and fact-check claims.
22WORKS 55
mishkan-deep-researchworkflow
In-depth multi-angle research reports where contradictory sources must be reconciled by skeptic review.
23WORKS 54
research-flow-skillskill
Systematically researching a topic with explicit sourcing, contradiction detection, and confidence scoring for fact-checked reports
24WORKS 54
kmaz-researchworkflow
Adversarial research workflows that gather, refute, and converge on verified claims.
25WORKS 53
autoresearch-agentskill
When you need multi-source fact-checked research with explicit citations and adversarial verification.
26WORKS 52
research-engineskill
Rapid multi-source research synthesis with transparent evidence chains.
27WORKS 51
gemini-deep-researchskill
Multi-source synthesis tasks where systematic web search + AI analysis beats single-prompt research.
28WORKS 51
researchworkflow
Synthesizing evidence on academic/technical topics when you need multi-modality (text+code+data) sweep plus two-stage extraction-enrichment pipeline.
29WORKS 51
claim_verifierworkflow
Verify document claims are grounded in cited sources.
30WORKS 51
researchsubagent
When research requires multi-source adversarial verification and cited evidence trails.
31WORKS 30
kb-articleskill
Support teams creating evergreen documentation from recurring customer questions or newly resolved issues.
32WORKS 27
outreach-fanout-researchworkflow
When you need to build a prospect list from a look-alike pool of a known customer and you need both email AND phone verified from official sources, not brokers.