/adversarial-stress-testing
Campaign: Logical extreme and boundary testing via reductio ad absurdum
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill adversarial-stress-testing --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
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- Slash command
/adversarial-stress-testing
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Campaign: Logical extreme and boundary testing via reductio ad absurdum
SKILL.md
adversarial-stress-testing.SKILL.mdname: adversarial-stress-testing
description: 'Campaign: Logical extreme and boundary testing via reductio ad absurdum
and edge-case analysis. Core question: Does this artifact collapse under logical
limits and boundary conditions? Methods: Lakatos 1976, Dutilh Novaes 2016, BVA,
Flyvbjerg Critical Case, Popper.'
type: campaign
produces: AdversarialStressReport
artifact-types:
- gap
- hypothesis
- research-question
- idea
- approach
- experiment-design
- claim
dependencies:
strategies:
- assumption-negation
- boundary-enumeration
- critical-case-design
- lakatos-heuristics
- stress-test-validity-envelope-mapping
tactics:
- boundary-probing
- contradiction-derivation
- counterexample-heuristics
sops:
- context-checkpoint
- context-init
- mitigation-proposal
- stress-test-saturation-detection
- verdict-synthesis
- weakness-classification
Adversarial Stress Testing
**Core Question:** Does this artifact collapse under logical limits and boundary conditions?
Methodology Sources
- Lakatos (1976) — Proofs and Refutations: counterexample-driven refinement
- Dutilh Novaes (2016) — Adversarial argumentation as dialogical practice
- Clarke BVA — Boundary Value Analysis for systematic edge testing
- Flyvbjerg (2006) — Critical case methodology: most-likely/least-likely selection
- Popper (1959) — Falsificationism: seek conditions where claims break
Strategy Routing
| Artifact Type | Primary Strategy | Rationale | |---|---|---| | claim, hypothesis | assumption-negation | Direct logical attack | | gap, research-question | lakatos-heuristics | Counterexample refinement | | idea, approach | boundary-enumeration | Parameter space testing | | experiment-design | critical-case-design | Decisive test selection | | any (synthesis) | validity-envelope-mapping | Comprehensive envelope |
Budget Table
| Resource | S | M | L | |---|---|---|---| | Negation derivation chains | 3 | 6 | 10 | | Counterexamples/boundary cases | 5 | 12 | 25 | | Parameter dimensions | 3 | 6 | 10 | | Validity envelope dimensions | 2 | 4 | 6 |
Tactics
- contradiction-derivation — Negate, derive, detect contradiction
- boundary-probing — Map parameter space, test extremes, find breakpoints
- counterexample-heuristics — Generate monsters, bar or incorporate
Context Management
- Persist derivation chains and counterexamples across rounds
- Track which negations produced genuine contradictions vs. benign outcomes
- Accumulate validity envelope boundaries incrementally
Output
Produces `AdversarialStressReport` containing: identified breakpoints, validity envelope, surviving refined claims, and confidence assessment.
<!-- BEGIN available-tables (generated) -->
Available Strategies
Optional, no fixed order; the final leaf is always a sop.
| Strategy | When to use | | --- | --- | | assumption-negation | Classic reductio ad absurdum: negate the core claim, derive logical consequences, seek contradiction or absurdity. | | boundary-enumeration | Systematic Boundary Value Analysis: identify parameter boundaries, test at and beyond limits, detect breakpoints. | | critical-case-design | Flyvbjerg critical case methodology: select most-likely and least-likely cases to maximize inferential power. | | lakatos-heuristics | Proofs and Refutations method: generate counterexamples, attempt monster-barring, incorporate surviving counterexamples as lemma refinements. | | stress-test-validity-envelope-mapping | Map the complete validity envelope of a claim across all relevant dimensions, synthesizing breakpoints into a bounded region. |
Available Tactics
Optional, no fixed order; the final leaf is always a sop.
| Tactic | When to use | | --- | --- | | boundary-probing | Map parameter space, generate extreme values, test at boundaries, detect breakpoints, synthesize validity envelope. | | contradiction-derivation | Negate a claim, derive logical consequences step by step, detect whether a genuine contradiction or absurdity emerges. | | counterexample-heuristics | Generate counterexamples (monsters), attempt monster-barring, incorporate surviving counterexamples as lemma refinements (Lakatos method). |
Available SOPs
Optional, no fixed order; the final leaf is always a sop.
| SOP | When to use | | --- | --- | | context-checkpoint | Append research process and results to the current Phase's context file. Covers both process and results with genuine substance. Use this skill at plan-designated checkpoint points — typically after each strategy completes or at key decision nodes within a research Phase. | | context-init | Create a new context file for a research Phase. Called once at Phase start to initialize the file that subsequent context-checkpoint calls will append to. Use this skill whenever a new research Phase begins and a fresh context file is needed. | | mitigation-proposal | Proposes concrete mitigation strategies for identified weaknesses. Generates prevention, detection, and response measures with feasibility assessment. | | stress-test-saturation-detection | Determines whether validation has reached saturation — no new weaknesses or failure modes being discovered. Used by all 5 campaigns as termination signal. | | verdict-synthesis | Synthesizes findings from a completed campaign into typed verdict reports. Produces DebateVerdict, RedTeamReport, FailureAnticipationReport, CounterfactualMap, or AdversarialStressReport depending on campaign. Also supports cross-campaign StressTestSummary. | | weakness-classification | Classifies discovered weaknesses into severity tiers (fatal/major/minor/cosmetic) with structured justification and exploitability assessment. |
<!-- END available-tables (generated) -->
Read more
name: adversarial-stress-testing description: 'Campaign: Logical extreme and boundary testing via reductio ad absurdum and edge-case analysis. Core question: Does this artifact collapse under logical limits and boundary conditions? Methods: Lakatos 1976, Dutilh Novaes 2016, BVA, Flyvbjerg Critical Case, Popper.' type: campaign produces: AdversarialStressReport artifact-types: - gap - hypothesis - research-question - idea - approach - experiment-design - claim dependencies: strategies: - assumption-negation - boundary-enumeration - critical-case-design - lakatos-heuristics - stress-test-validity-envelope-mapping tactics: - boundary-probing - contradiction-derivation - counterexample-heuristics sops: - context-checkpoint - context-init - mitigation-proposal - stress-test-saturation-detection - verdict-synthesis - weakness-classification
Adversarial Stress Testing
**Core Question:** Does this artifact collapse under logical limits and boundary conditions?
Methodology Sources
- Lakatos (1976) — Proofs and Refutations: counterexample-driven refinement
- Dutilh Novaes (2016) — Adversarial argumentation as dialogical practice
- Clarke BVA — Boundary Value Analysis for systematic edge testing
- Flyvbjerg (2006) — Critical case methodology: most-likely/least-likely selection
- Popper (1959) — Falsificationism: seek conditions where claims break
Strategy Routing
| Artifact Type | Primary Strategy | Rationale | |---|---|---| | claim, hypothesis | assumption-negation | Direct logical attack | | gap, research-question | lakatos-heuristics | Counterexample refinement | | idea, approach | boundary-enumeration | Parameter space testing | | experiment-design | critical-case-design | Decisive test selection | | any (synthesis) | validity-envelope-mapping | Comprehensive envelope |
Budget Table
| Resource | S | M | L | |---|---|---|---| | Negation derivation chains | 3 | 6 | 10 | | Counterexamples/boundary cases | 5 | 12 | 25 | | Parameter dimensions | 3 | 6 | 10 | | Validity envelope dimensions | 2 | 4 | 6 |
Tactics
- contradiction-derivation — Negate, derive, detect contradiction
- boundary-probing — Map parameter space, test extremes, find breakpoints
- counterexample-heuristics — Generate monsters, bar or incorporate
Context Management
- Persist derivation chains and counterexamples across rounds
- Track which negations produced genuine contradictions vs. benign outcomes
- Accumulate validity envelope boundaries incrementally
Output
Produces `AdversarialStressReport` containing: identified breakpoints, validity envelope, surviving refined claims, and confidence assessment.
<!-- BEGIN available-tables (generated) -->
Available Strategies
Optional, no fixed order; the final leaf is always a sop.
| Strategy | When to use | | --- | --- | | assumption-negation | Classic reductio ad absurdum: negate the core claim, derive logical consequences, seek contradiction or absurdity. | | boundary-enumeration | Systematic Boundary Value Analysis: identify parameter boundaries, test at and beyond limits, detect breakpoints. | | critical-case-design | Flyvbjerg critical case methodology: select most-likely and least-likely cases to maximize inferential power. | | lakatos-heuristics | Proofs and Refutations method: generate counterexamples, attempt monster-barring, incorporate surviving counterexamples as lemma refinements. | | stress-test-validity-envelope-mapping | Map the complete validity envelope of a claim across all relevant dimensions, synthesizing breakpoints into a bounded region. |
Available Tactics
Optional, no fixed order; the final leaf is always a sop.
| Tactic | When to use | | --- | --- | | boundary-probing | Map parameter space, generate extreme values, test at boundaries, detect breakpoints, synthesize validity envelope. | | contradiction-derivation | Negate a claim, derive logical consequences step by step, detect whether a genuine contradiction or absurdity emerges. | | counterexample-heuristics | Generate counterexamples (monsters), attempt monster-barring, incorporate surviving counterexamples as lemma refinements (Lakatos method). |
Available SOPs
Optional, no fixed order; the final leaf is always a sop.
| SOP | When to use | | --- | --- | | context-checkpoint | Append research process and results to the current Phase's context file. Covers both process and results with genuine substance. Use this skill at plan-designated checkpoint points — typically after each strategy completes or at key decision nodes within a research Phase. | | context-init | Create a new context file for a research Phase. Called once at Phase start to initialize the file that subsequent context-checkpoint calls will append to. Use this skill whenever a new research Phase begins and a fresh context file is needed. | | mitigation-proposal | Proposes concrete mitigation strategies for identified weaknesses. Generates prevention, detection, and response measures with feasibility assessment. | | stress-test-saturation-detection | Determines whether validation has reached saturation — no new weaknesses or failure modes being discovered. Used by all 5 campaigns as termination signal. | | verdict-synthesis | Synthesizes findings from a completed campaign into typed verdict reports. Produces DebateVerdict, RedTeamReport, FailureAnticipationReport, CounterfactualMap, or AdversarialStressReport depending on campaign. Also supports cross-campaign StressTestSummary. | | weakness-classification | Classifies discovered weaknesses into severity tiers (fatal/major/minor/cosmetic) with structured justification and exploitability assessment. |
<!-- END available-tables (generated) -->
The complete research orchestration system for AI-native science. What It Does Design Philosophy Architecture (v3.2.2) Quick Start Configuration Roadmap License DARE is not a tool that helps you do research. It is the researcher.
Repo: yogsoth-ai/de-anthropocentric-research-engine
Other skills on de-anthropocentric-research-engine.
- /formated-results
Closing skill for the research-executor, loaded as the last step of formated-specs. Summarize the design just produced into one research-result JSON fenced block in your reply. Do not execute the research.
Open skill - /formated-specs
Spec-slot skill for the research-executor. Emit the 4-layer DARE orchestration of the assigned topic as one research-graph JSON fenced block in your reply. Replaces the generic spec-writing step.
Open skill - /injection-fidelity
Loss-1 judge (codex role). Given one sample's de-identified dialogue and its PolicyCard, decide axis-by-axis whether the user-simulator enacted the card's per-axis pressure. Judge enactment of the card, never whether the research is good.
Open skill - /ladder-quality-order
Loss-2 judge (codex role). Over one topic's 6 shuffled research-design samples, pairwise-rank by quality using the D1–D5 standard. Emit the pairwise log; the harness computes the order and the ladder verdicts. Judge quality difference, never against academic standards.
Open skill - /optimization-loop
The optimizer brain for the ladder-foundry pretraining loop. Runs the two-level nested batch loop, delegates gating to gate_eval, attributes a failing batch to one weight (attribute-first), and recovers from disk after compaction. Control flow is fully scripted; only the
Open skill - /acu-nugget-recall
Tactic: Extract atomic units from one paper and score how much of a caller-supplied summary covers. Use for ACU-style binary or Nugget-style ternary recall checks; cannot run without a target summary.
Open skill

