Ready to supercharge your AI agents?

Install any skill in seconds. Free to start, no credit card required.

Get Started Free →

Campaign Selection · yogsoth-ai | DecimalAI

researchby yogsoth-ai

Campaign Selection

yogsoth-ai/campaign-selection

Source yogsoth-ai/de-anthropocentric-research-engine ↗License Apache-2.0

Structured questioning SOP to determine which campaigns to include, emphasize, or skip. Used during spec generation.

SkillScore64Maintained

Automatic

Research pack

Last verified 8/22/2026

What it changes

Passed 13 of 21 test cases with the skill, and 5 of 21 without it.

Without skill23%

With skill64%

Checks it passed that the model alone missed

Presents all 7 default stages.
Asks one question to review the pipeline.
Presents the pipeline stages for selection.

and 16 more in the full report

12 fixed2 passed either way5 still failing3 broke

Pass-rate lift: +41 pp
Tokens: -42%
Agent turns: 0%
Response time: -65%

Model gemini-3.6-flashMeasured 8/22/2026v114 of 22 cases passed with skill · 21 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/yogsoth-ai-campaign-selection/SKILL.md https://app.decimal.ai/s/yogsoth-ai-campaign-selection/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add yogsoth-ai-campaign-selection, 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/yogsoth-ai-campaign-selection/ and pins it in .decimal/skills.lock

decimalai skills add yogsoth-ai-campaign-selection

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

curl -fsSL --create-dirs -o .claude/skills/yogsoth-ai-campaign-selection/SKILL.md https://app.decimal.ai/s/yogsoth-ai-campaign-selection/SKILL.md

Raw file: /s/yogsoth-ai-campaign-selection/SKILL.md ↗ · machine-readable summary at /s/yogsoth-ai-campaign-selection.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 11

Prompt

We reviewed the 7-stage pipeline for our oncology study and we definitely want to emphasize certain stages. What is your next question to help us configure this?

What was checked, without and with the skill
Checked	Without skill	With skill
Asks which specific stages should receive extra depth.	Passed	Passed
Presents the pipeline stages for selection.	Missed	Passed

case-10 · gemini-3.6-flash · 8/22/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md37 linessingle file

Campaign Selection

Ask the user 2-3 questions about which campaigns to include in the research pipeline.

Context

Before asking, you have already read research-catalog and know all available campaigns. Present the default pipeline as a starting point.

Questions (select 2-3 most relevant)

Default Pipeline Review
- Present the 7-stage default pipeline:
```
1. Knowledge Acquisition (lit-survey)
2. Deep Insight (gap-analysis + insight)
3. Hypothesis Formation
4. Creative Ideation (2-3 campaigns)
5. Convergence (scoring + steel-manning)
6. Stress Test (red-teaming + failure-anticipation)
7. Experiment Design
```
- "Does this pipeline fit your needs, or would you adjust it?"
- Options: (A) Looks good as-is (B) I want to skip some stages (C) I want to emphasize certain stages (D) I have a different structure in mind
Emphasis Selection (if user wants to emphasize)
- "Which stages should get extra depth?"
- Options: list the 7 stages, allow multi-select
Ideation Campaign Preference (if reaching ideation stage)
- "For creative ideation, any preference on approach?"
- Options: (A) Let CC choose based on topic (B) I want cross-domain/biomimicry focus (C) I want systematic methods (TRIZ/morphological) (D) I want divergent methods (SCAMPER/lateral)

Rules

Ask ONE question at a time
Default pipeline is the starting assumption — user only needs to specify deviations
Record selections for pipeline composition

Track record

Benchmark

13 / 21

test cases passed, vs 5 / 21 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

yogsoth-ai / de-anthropocentric-research-engine

skills/campaign-selection/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 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

Campaign Selection

Context

Questions (select 2-3 most relevant)

Rules

Track record

Benchmark

Adoption

SkillSafety

Source

Related skills