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…
Component-level surgical operations (subtract/multiply/divide/unify/redirect)
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill component-surgery --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/component-surgeryContext preview
The summary Claude sees to decide when to auto-load this skill.
Component-level surgical operations (subtract/multiply/divide/unify/redirect)
name: component-surgery description: Component-level surgical operations (subtract/multiply/divide/unify/redirect) from Systematic Inventive Thinking (SIT). execution: strategy dependencies: tactics: - component-decomposition sops: - recombination-generation - structural-synthesis - surgery-operation
Apply SIT operators at the component level to create structural innovations through surgical modification.
| Resource | Target | Current | % | |----------|--------|---------|---| | web-search | 20 | 0 | 0% | | web-research | 5 | 0 | 0% | | paper-overview | 15 | 0 | 0% | | paper-search | 10 | 0 | 0% | | paper-research | 3 | 0 | 0% |
Cannot exit strategy until ≥80% of each budget line is consumed OR yield targets are met with justification for remaining budget.
| Tactic | Role | |--------|------| | component-decomposition | Decompose system into operable components | | combination-mapping | Map component × operator combinations |
| SOP | Role | |-----|------| | surgery-operation | Execute subtract/multiply/divide/unify/redirect | | function-model-construction | Build functional model before surgery | | recombination-generation | Reassemble post-surgery fragments | | structural-synthesis | Synthesize surgical outcomes |
1. **Model**: Build function model of the system via function-model-construction 2. **Decompose**: Use component-decomposition tactic to identify targets 3. **Operate**: Apply surgery-operation SOP with selected operators 4. **Verify**: Check that modified system retains core function 5. **Synthesize**: Produce structured output via structural-synthesis
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Optional, no fixed order; the final leaf is always a sop.
| Tactic | When to use | | --- | --- | | component-decomposition | Decompose system into functional components, identify dependencies, and surface trimming candidates. |
Optional, no fixed order; the final leaf is always a sop.
| SOP | When to use | | --- | --- | | recombination-generation | Reassemble decomposed system fragments into novel structural arrangements that create emergent value. | | structural-synthesis | Synthesize all structural transformation outputs into a coherent, ranked idea report with lineage tracking. | | surgery-operation | Execute component surgery operations (subtract/multiply/divide/unify/redirect) from Systematic Inventive Thinking. |
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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
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…
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.…
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…
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…
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…
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…