/assumption-cascade
Tactic: Surface assumptions, sort by dependency, attack root assumptions
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill assumption-cascade --agent claude-codeHow it fires
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- Slash command
/assumption-cascade
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Tactic: Surface assumptions, sort by dependency, attack root assumptions
SKILL.md
assumption-cascade.SKILL.mdname: assumption-cascade
description: 'Tactic: Surface assumptions, sort by dependency, attack root assumptions
first, then trace cascade failures through the dependency graph.'
type: tactic
strategies:
- assumption-challenge
- systematic-probing
- groupthink-mitigation
dependencies:
sops:
- assumption-cascade-tracer
- devils-advocacy
- finding-aggregation
- key-assumptions-check
- probe-execution
Assumption Cascade Tactic
Attack assumptions at their roots and trace how failures propagate through dependency chains.
Orchestration
1. **key-assumptions-check** surfaces all assumptions (explicit and implicit) 2. **assumption-cascade-tracer** builds dependency graph (which assumptions depend on which) 3. Root assumptions identified (those with no upstream dependencies) 4. **devils-advocacy** constructs strongest attack against each root assumption 5. **probe-execution** tests root assumptions — if root fails, trace downstream cascade 6. **assumption-cascade-tracer** maps full cascade: which conclusions collapse if root fails 7. **finding-aggregation** reports cascade paths and total impact scope
Subagents Dispatched
- key-assumptions-check (1 call for enumeration)
- assumption-cascade-tracer (2 calls: dependency build + cascade trace)
- devils-advocacy (1 call per root assumption)
- probe-execution (1 call per root attack)
- finding-aggregation (1 call at end)
Termination Conditions
- All root assumptions tested (budget permitting)
- Cascade found that invalidates >50% of conclusions (critical finding)
- All assumptions survive attack (artifact resilient at assumption level)
- Budget exhausted (report partial coverage)
<!-- BEGIN available-tables (generated) -->
Available SOPs
Optional, no fixed order; the final leaf is always a sop.
| SOP | When to use | | --- | --- | | assumption-cascade-tracer | Build assumption dependency graphs and trace cascade failures when root assumptions are invalidated. | | devils-advocacy | Construct the strongest possible counter-argument against a position, steelmanning the opposition before attacking. | | finding-aggregation | Aggregate, deduplicate, and classify findings from multiple probes into a coherent vulnerability report. | | key-assumptions-check | Military ACT: systematically enumerate all assumptions, classify by type, and evaluate evidence strength supporting each. | | probe-execution | Execute a single attack probe against an artifact, record the result with evidence and severity classification. |
<!-- END available-tables (generated) -->
Read more
name: assumption-cascade description: 'Tactic: Surface assumptions, sort by dependency, attack root assumptions first, then trace cascade failures through the dependency graph.' type: tactic strategies: - assumption-challenge - systematic-probing - groupthink-mitigation dependencies: sops: - assumption-cascade-tracer - devils-advocacy - finding-aggregation - key-assumptions-check - probe-execution
Assumption Cascade Tactic
Attack assumptions at their roots and trace how failures propagate through dependency chains.
Orchestration
1. **key-assumptions-check** surfaces all assumptions (explicit and implicit) 2. **assumption-cascade-tracer** builds dependency graph (which assumptions depend on which) 3. Root assumptions identified (those with no upstream dependencies) 4. **devils-advocacy** constructs strongest attack against each root assumption 5. **probe-execution** tests root assumptions — if root fails, trace downstream cascade 6. **assumption-cascade-tracer** maps full cascade: which conclusions collapse if root fails 7. **finding-aggregation** reports cascade paths and total impact scope
Subagents Dispatched
- key-assumptions-check (1 call for enumeration)
- assumption-cascade-tracer (2 calls: dependency build + cascade trace)
- devils-advocacy (1 call per root assumption)
- probe-execution (1 call per root attack)
- finding-aggregation (1 call at end)
Termination Conditions
- All root assumptions tested (budget permitting)
- Cascade found that invalidates >50% of conclusions (critical finding)
- All assumptions survive attack (artifact resilient at assumption level)
- Budget exhausted (report partial coverage)
<!-- BEGIN available-tables (generated) -->
Available SOPs
Optional, no fixed order; the final leaf is always a sop.
| SOP | When to use | | --- | --- | | assumption-cascade-tracer | Build assumption dependency graphs and trace cascade failures when root assumptions are invalidated. | | devils-advocacy | Construct the strongest possible counter-argument against a position, steelmanning the opposition before attacking. | | finding-aggregation | Aggregate, deduplicate, and classify findings from multiple probes into a coherent vulnerability report. | | key-assumptions-check | Military ACT: systematically enumerate all assumptions, classify by type, and evaluate evidence strength supporting each. | | probe-execution | Execute a single attack probe against an artifact, record the result with evidence and severity classification. |
<!-- 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

