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🧬 Soul2DNA Compiler · clawbio | DecimalAI

scienceby clawbio

🧬 Soul2DNA Compiler

clawbio/soul2dna

Source clawbio/clawbio ↗License MIT

Compile SOUL.md character profiles into synthetic diploid genomes (.genome.json) via trait-to-allele mapping

SkillScore83Maintained

Automatic

Coding pack

Last verified 8/16/2026

What it changes

Passed 17 of 20 test cases with the skill, and 8 of 20 without it.

Without skill39%

With skill83%

Checks it passed that the model alone missed

Assigns the ref/ref genotype.
Assigns the alt/alt genotype.
Assigns the ref/alt genotype.

and 6 more in the full report

10 fixed9 passed either way4 still failing0 broke

Pass-rate lift: +43 pp
Tokens: -28%
Agent turns: 0%
Response time: -62%

Model gemini-3.6-flashMeasured 8/16/2026v119 of 23 cases passed with skill · 20 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/clawbio-soul2dna/SKILL.md https://app.decimal.ai/s/clawbio-soul2dna/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add clawbio-soul2dna, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/clawbio-soul2dna/ and pins it in .decimal/skills.lock

decimalai skills add clawbio-soul2dna

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/clawbio-soul2dna/SKILL.md https://app.decimal.ai/s/clawbio-soul2dna/SKILL.md

Raw file: /s/clawbio-soul2dna/SKILL.md ↗ · machine-readable summary at /s/clawbio-soul2dna.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 10

Prompt

For a character named Curie compiled at generation 0 by soul2dna, what is the exact formatted string assigned to the top-level 'id' key?

What was checked, without and with the skill
Checked	Without skill	With skill
Formats id field as curie-g0.	Missed	Passed

case-19 · gemini-3.6-flash · 8/16/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md58 linessingle file

🧬 Soul2DNA Compiler

Purpose

Compile SOUL.md character profiles into synthetic diploid genomes. Each soul file describes a historical or fictional figure with trait scores (0.0 to 1.0). The compiler maps these scores to alleles at defined loci using additive, dominant, or recessive inheritance models, producing a .genome.json file per character.

How It Works

Parse SOUL.md files from GENOMEBOOK/DATA/SOULS/ extracting identity metadata (name, sex, ancestry, domain, era) and trait scores.
Load trait registry (GENOMEBOOK/DATA/trait_registry.json) which defines loci, alleles, chromosomal positions, dominance models, and effect sizes for each trait.
Assign genotypes at each locus based on trait score thresholds:
- Additive: <0.33 ref/ref, 0.33-0.66 ref/alt, >0.66 alt/alt
- Dominant: <0.40 ref/ref, 0.40-0.75 ref/alt, >0.75 alt/alt
- Recessive: <0.50 ref/ref, 0.50-0.80 ref/alt, >0.80 alt/alt
Write genome as JSON with full locus detail, trait scores, and metadata.

Input

GENOMEBOOK/DATA/SOULS/*.soul.md (20 historical figures)
GENOMEBOOK/DATA/trait_registry.json

Output

GENOMEBOOK/DATA/GENOMES/<name>-g0.genome.json per character

CLI Usage

# Compile all souls to genomes
python skills/soul2dna/soul2dna.py

# Demo mode (shows summary without writing files)
python skills/soul2dna/soul2dna.py --demo

Track record

Benchmark

17 / 20

test cases passed, vs 8 / 20 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

clawbio / clawbio

skills/soul2dna/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

🧬 Soul2DNA Compiler

Purpose

How It Works

Input

Output

CLI Usage

Track record

Benchmark

Adoption

SkillSafety

Source

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