/biomimicry
Biomimicry Campaign — discover transferable solutions from biological
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill biomimicry --agent claude-codeHow it fires
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/biomimicry
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Biomimicry Campaign — discover transferable solutions from biological
SKILL.md
biomimicry.SKILL.mdname: biomimicry
description: Biomimicry Campaign — discover transferable solutions from biological
systems via Design Spiral, BioTRIZ, functional analogy, ecosystem patterns, and
evolution strategies.
execution: campaign
dependencies:
tactics:
- analogy-extraction
- biological-function-mapping
- evaluation-filtering
- life-principles-application
strategies:
- biologize-and-discover
- biotriz-resolution
- ecosystem-pattern
- evolution-strategy
- functional-analogy
sops:
- context-checkpoint
- context-init
- creative-ideation-novelty-scoring
- creative-ideation-saturation-detection
- domain-scanning
- idea-synthesis
Biomimicry
Discover transferable solutions from biological systems via Design Spiral, BioTRIZ, functional analogy, ecosystem patterns, and evolution strategies.
Strategy Routing
| Strategy | Signal Keywords | |----------|----------------| | biologize-and-discover | biologize, design spiral, nature solves, organism, biomimicry design | | biotriz-resolution | contradiction, bio-principle, biological TRIZ, trade-off, bio conflict | | functional-analogy | function, biological function, organism mapping, how nature does X | | ecosystem-pattern | ecosystem, symbiosis, emergence, resilience, cycles, network | | evolution-strategy | evolution, selection, mutation, adaptation, radiation, speciation |
Manifest
Strategies
| Strategy | Description | |----------|-------------| | biologize-and-discover | Biomimicry Design Spiral: Define→Biologize→Discover→Abstract→Emulate | | biotriz-resolution | BioTRIZ: biological 40 principles + bio contradiction matrix | | functional-analogy | Map technical functions to biological functions, find organisms | | ecosystem-pattern | Extract ecosystem-level organization patterns (symbiosis, emergence, resilience) | | evolution-strategy | Use evolution mechanisms (selection, mutation, radiation) as design operators |
Tactics
| Tactic | Description | |--------|-------------| | analogy-extraction | Extract transferable structural principles from source domains (shared) | | biological-function-mapping | Map technical functions to biological systems via biologize→discover→model | | life-principles-application | Apply life's principles as design constraints via ecosystem→evolution→abstraction |
SOPs
| SOP | Description | |-----|-------------| | problem-biologization | Restate technical problem as biological question | | organism-discovery | Find organisms solving similar problems | | biological-strategy-extraction | Extract strategy principles from organisms | | biotriz-principle-selection | Select applicable BioTRIZ principles | | functional-model-biology | Build biological system functional model | | abstraction-to-design | Abstract biological principle to design principle | | emulation-generation | Generate technical solutions emulating biological strategies | | ecosystem-pattern-extraction | Extract ecosystem-level organization patterns | | evolution-mechanism-transfer | Map evolution mechanisms to design operations | | biomimicry-synthesis | Synthesize all biomimicry outputs |
Budget Table
| Strategy | web-search | web-research | paper-overview | paper-search | paper-research | |----------|-----------|-------------|---------------|-------------|---------------| | biologize-and-discover | 30 | 10 | 30 | 20 | 8 | | biotriz-resolution | 25 | 8 | 25 | 15 | 5 | | functional-analogy | 30 | 10 | 30 | 20 | 10 | | ecosystem-pattern | 25 | 10 | 25 | 15 | 5 | | evolution-strategy | 20 | 8 | 20 | 12 | 5 |
MCP Tools
| Tool | Server | Purpose | |------|--------|---------| | brave_web_search | brave-search | General web search for biological solutions | | brave_llm_context | brave-search | Deep content extraction from biology sources | | apify/rag-web-browser | apify | Full page scraping for detailed biological content | | get_paper_content | alphaxiv | Read academic paper content | | discover_papers | alphaxiv | Find relevant biomimicry research papers | | relevanceSearch | semantic-scholar | Search biomimicry literature | | paper | semantic-scholar | Get paper details | | citations | semantic-scholar | Trace citation networks |
Context Management
- Each strategy tracks its own budget via State Ledger
- Strategies MUST NOT exceed allocated budget
- Campaign monitors cumulative spend across all strategies
- If a strategy exhausts budget before meeting yield, escalate to campaign level for reallocation
- Prefer paper-overview over paper-research for initial exploration (lower cost)
Available Tactics
| Tactic | Role | |--------|------| | analogy-extraction | Extract transferable structural principles (shared, from cross-domain-discovery) | | biological-function-mapping | Map technical functions to biological systems | | life-principles-application | Apply life's principles as design constraints |
<!-- BEGIN available-tables (generated) -->
Available Strategies
Optional, no fixed order; the final leaf is always a sop.
| Strategy | When to use | | --- | --- | | biologize-and-discover | Biomimicry Design Spiral: Define→Biologize→Discover→Abstract→Emulate. Translate technical challenges into biological questions and find nature's solutions. | | biotriz-resolution | BioTRIZ: biological 40 principles + bio contradiction matrix. Resolve technical contradictions using biological inventive principles. | | ecosystem-pattern | Extract ecosystem-level organization patterns (symbiosis, emergence, resilience) as design templates for complex systems. | | evolution-strategy | Use evolution mechanisms (selection, mutation, radiation) as design operators for generating and refining solution populations. | | functional-analogy | Map technical functions to biological functions, find organisms solving equivalent problems. Deep functional matching across domains. |
Available Tactics
Optional, no fixed order; the final leaf is always a sop.
| Tactic | When to use | | --- | --- | | analog
Read more
name: biomimicry description: Biomimicry Campaign — discover transferable solutions from biological systems via Design Spiral, BioTRIZ, functional analogy, ecosystem patterns, and evolution strategies. execution: campaign dependencies: tactics: - analogy-extraction - biological-function-mapping - evaluation-filtering - life-principles-application strategies: - biologize-and-discover - biotriz-resolution - ecosystem-pattern - evolution-strategy - functional-analogy sops: - context-checkpoint - context-init - creative-ideation-novelty-scoring - creative-ideation-saturation-detection - domain-scanning - idea-synthesis
Biomimicry
Discover transferable solutions from biological systems via Design Spiral, BioTRIZ, functional analogy, ecosystem patterns, and evolution strategies.
Strategy Routing
| Strategy | Signal Keywords | |----------|----------------| | biologize-and-discover | biologize, design spiral, nature solves, organism, biomimicry design | | biotriz-resolution | contradiction, bio-principle, biological TRIZ, trade-off, bio conflict | | functional-analogy | function, biological function, organism mapping, how nature does X | | ecosystem-pattern | ecosystem, symbiosis, emergence, resilience, cycles, network | | evolution-strategy | evolution, selection, mutation, adaptation, radiation, speciation |
Manifest
Strategies
| Strategy | Description | |----------|-------------| | biologize-and-discover | Biomimicry Design Spiral: Define→Biologize→Discover→Abstract→Emulate | | biotriz-resolution | BioTRIZ: biological 40 principles + bio contradiction matrix | | functional-analogy | Map technical functions to biological functions, find organisms | | ecosystem-pattern | Extract ecosystem-level organization patterns (symbiosis, emergence, resilience) | | evolution-strategy | Use evolution mechanisms (selection, mutation, radiation) as design operators |
Tactics
| Tactic | Description | |--------|-------------| | analogy-extraction | Extract transferable structural principles from source domains (shared) | | biological-function-mapping | Map technical functions to biological systems via biologize→discover→model | | life-principles-application | Apply life's principles as design constraints via ecosystem→evolution→abstraction |
SOPs
| SOP | Description | |-----|-------------| | problem-biologization | Restate technical problem as biological question | | organism-discovery | Find organisms solving similar problems | | biological-strategy-extraction | Extract strategy principles from organisms | | biotriz-principle-selection | Select applicable BioTRIZ principles | | functional-model-biology | Build biological system functional model | | abstraction-to-design | Abstract biological principle to design principle | | emulation-generation | Generate technical solutions emulating biological strategies | | ecosystem-pattern-extraction | Extract ecosystem-level organization patterns | | evolution-mechanism-transfer | Map evolution mechanisms to design operations | | biomimicry-synthesis | Synthesize all biomimicry outputs |
Budget Table
| Strategy | web-search | web-research | paper-overview | paper-search | paper-research | |----------|-----------|-------------|---------------|-------------|---------------| | biologize-and-discover | 30 | 10 | 30 | 20 | 8 | | biotriz-resolution | 25 | 8 | 25 | 15 | 5 | | functional-analogy | 30 | 10 | 30 | 20 | 10 | | ecosystem-pattern | 25 | 10 | 25 | 15 | 5 | | evolution-strategy | 20 | 8 | 20 | 12 | 5 |
MCP Tools
| Tool | Server | Purpose | |------|--------|---------| | brave_web_search | brave-search | General web search for biological solutions | | brave_llm_context | brave-search | Deep content extraction from biology sources | | apify/rag-web-browser | apify | Full page scraping for detailed biological content | | get_paper_content | alphaxiv | Read academic paper content | | discover_papers | alphaxiv | Find relevant biomimicry research papers | | relevanceSearch | semantic-scholar | Search biomimicry literature | | paper | semantic-scholar | Get paper details | | citations | semantic-scholar | Trace citation networks |
Context Management
- Each strategy tracks its own budget via State Ledger
- Strategies MUST NOT exceed allocated budget
- Campaign monitors cumulative spend across all strategies
- If a strategy exhausts budget before meeting yield, escalate to campaign level for reallocation
- Prefer paper-overview over paper-research for initial exploration (lower cost)
Available Tactics
| Tactic | Role | |--------|------| | analogy-extraction | Extract transferable structural principles (shared, from cross-domain-discovery) | | biological-function-mapping | Map technical functions to biological systems | | life-principles-application | Apply life's principles as design constraints |
<!-- BEGIN available-tables (generated) -->
Available Strategies
Optional, no fixed order; the final leaf is always a sop.
| Strategy | When to use | | --- | --- | | biologize-and-discover | Biomimicry Design Spiral: Define→Biologize→Discover→Abstract→Emulate. Translate technical challenges into biological questions and find nature's solutions. | | biotriz-resolution | BioTRIZ: biological 40 principles + bio contradiction matrix. Resolve technical contradictions using biological inventive principles. | | ecosystem-pattern | Extract ecosystem-level organization patterns (symbiosis, emergence, resilience) as design templates for complex systems. | | evolution-strategy | Use evolution mechanisms (selection, mutation, radiation) as design operators for generating and refining solution populations. | | functional-analogy | Map technical functions to biological functions, find organisms solving equivalent problems. Deep functional matching across domains. |
Available Tactics
Optional, no fixed order; the final leaf is always a sop.
| Tactic | When to use | | --- | --- | | analog
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

