evolve-solution-population SKILL.md skillA
evolve-solution-population from yogsoth-ai/de-anthropocentric-research-engine is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yogsoth-ai/de-anthropocentric-research-engine/evolve-solution-population@git:20260923.cbc38aaPins git:20260923.cbc38aa in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yogsoth-ai/de-anthropocentric-research-engine
- Path
skills/evolve-solution-population/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260923.cbc38aa, committed Sep 23, 2026
- Size
- 3,011 bytes
- Repository stars
- 508
- License
- Apache-2.0
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.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# evolve-solution-population
## Purpose
Maintain diverse candidate solutions, mutate/recombine them, select under fitness and novelty criteria, and avoid premature convergence.
## Input contract
```yaml
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.
…Read the whole file at its exact version.
How to install
mdr add yogsoth-ai/de-anthropocentric-research-engine/evolve-solution-population@sha256:b9d590994bd35862The line at the top of this page pins the label git:20260923.cbc38aa, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_6rzvuxrbglcvxken)
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Versions
The registry has recorded 1 version of this file, committed on Sep 23, 2026.
Audit of the latest version
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- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3011 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
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- pass: No script tag
Source
yogsoth-ai/de-anthropocentric-research-engine · 508 stars · license Apache-2.0 · pushed 2026-10-23 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_6rzvuxrbglcvxken GET https://markdownregistry.com/api/v1/resolve?ref=yogsoth-ai/de-anthropocentric-research-engine/evolve-solution-population GET https://markdownregistry.com/api/v1/blob/b9d590994bd35862a981efeb92edcc4d19969e45901b650606c7309d0c8f6e8c
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.