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/evolve-solution-population

Maintain a diverse population of candidate solutions, mutate/recombine variants, select under explicit fitness and novelty criteria, and iterate while preserving useful niches rather than collapsing prematurely to one winner.

From plugin
de-anthropocentric-research-engine
512200 skills

Claude Code

$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill evolve-solution-population --agent claude-code

SKILL.md

evolve-solution-population.SKILL.md
name: evolve-solution-population
description: "Maintain a diverse population of candidate solutions, mutate/recombine variants, select under explicit fitness and novelty criteria, and iterate while preserving useful niches rather than collapsing prematurely to one winner."

evolve-solution-population

Purpose

Maintain diverse candidate solutions, mutate/recombine them, select under fitness and novelty criteria, and avoid premature convergence.

Input contract

mode_contracts:
  mutation-selection: &evolution_input
    required: [initial_solution_population, fitness_criteria]
    optional: [mutation_operators, novelty_criteria, iteration_budget]
    constraints: [population_members_must_be_comparable_under_declared_criteria]
  novelty-preserving-evolution: *evolution_input

Execution protocol

Do not perform called SOP operations inline; each loaded SOP owns its contract and thresholds.

1. You MUST load skill `mutate-solution-population` to mutate or recombine the population. 2. You MUST load skill `select-solution-variants` to select solution variants. 3. You MUST load skill `measure-portfolio-diversity` to measure portfolio diversity. 4. You MUST load skill `assess-sensitivity` to assess selection sensitivity. 5. You MUST load skill `synthesize-idea` to synthesize the retained set. If the retained variants require an explicit final ordering, consider `rank-candidates` as the next tactic. Deviation: stop when added variation no longer changes the frontier or diversity objective; retain niche candidates when explicitly protected.

Mode branches

  • `mutation-selection`: mutate/recombine, score, and select across iterations.
  • `novelty-preserving-evolution`: apply diversity pressure and protect useful niches before convergence.

Output contract

mode_contracts:
  mutation-selection:
    produces: [mechanism_to_design_mapping, generated_solutions, synthesis]
    delta_fields: [findings, hypothesis_updates, uncertainties, decisions, open_questions]
  novelty-preserving-evolution:
    produces: [novelty_assessment]
    delta_fields: [findings, hypothesis_updates, uncertainties, decisions, open_questions]

Thresholds and quality gates

  • B: mutation/recombination lineage is traceable; selection criteria are explicit; diversity is measured before convergence.

Failure and counterexamples

Reject a single-winner result when novelty or niche preservation was required, and reject variants with untracked mutations.

Provenance map

  • `creative-ideation/systematic-enumeration`, `evolution-strategy`, `variation-selection`: resolved/concept according to exact v3 lookup.
  • Status: `creative-ideation/systematic-enumeration`, `evolution-strategy` resolved; `variation-selection` concept.

Preserved source criteria ledger

  • Preserve mutation, recombination, selection, diversity pressure, and niche preservation.

Context checkpoint / Delta notes

Append population lineage, fitness changes, diversity deltas, and retained niches.

Read more
@yogsoth-ai
Ships withde-anthropocentric-research-engine

A research skill graph for AI-native science. 271 markdown files. No runtime, no dependencies, no build step.

Stars on GitHub

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Questions about evolve-solution-population.

Which coding agents can use evolve-solution-population?
evolve-solution-population installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.