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Answering Sequence Design · yogsoth-ai | DecimalAI

productivityby yogsoth-ai

Answering Sequence Design

yogsoth-ai/answering-sequence-design

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

SOP: Design the optimal answering order for sub-questions

SkillScore86Maintained

Automatic

Research pack

Last verified 8/22/2026

What it changes

Passed 19 of 22 test cases with the skill, and 14 of 22 without it.

Without skill64%

With skill86%

Checks it passed that the model alone missed

Phase 1 contains SQ1.
The response includes a Rationale: section.
The response includes a Risk note: section.

and 4 more in the full report

7 fixed12 passed either way1 still failing2 broke

Pass-rate lift: +23 pp
Tokens: +9%
Agent turns: 0%
Response time: -14%

Model gemini-3.6-flashMeasured 8/22/2026v119 of 22 cases passed with skill

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-answering-sequence-design/SKILL.md https://app.decimal.ai/s/yogsoth-ai-answering-sequence-design/SKILL.md

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

decimalai skills add yogsoth-ai-answering-sequence-design

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

curl -fsSL --create-dirs -o .claude/skills/yogsoth-ai-answering-sequence-design/SKILL.md https://app.decimal.ai/s/yogsoth-ai-answering-sequence-design/SKILL.md

Raw file: /s/yogsoth-ai-answering-sequence-design/SKILL.md ↗ · machine-readable summary at /s/yogsoth-ai-answering-sequence-design.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 7

Prompt

Sub-questions: - SQ1: Is the backup battery fully charged? Dependency Graph: None Provide the execution sequence.

What was checked, without and with the skill
Checked	Without skill	With skill
Phase 1 contains SQ1.	Missed	Passed

case-19 · 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.md30 linessingle file

Answering Sequence Design

Design the optimal answering order for sub-questions — based on dependency relationships and resource efficiency.

HARD-GATE

Pipeline

Precondition check: is the dependency graph acyclic
Topological sort: determine the basic order based on dependency relationships
Parallel grouping: identify sub-questions that can proceed simultaneously
Resource optimization: adjust the order considering resource constraints
Risk ordering: prioritize high-risk/high-uncertainty items (fail fast)
Final sequence: determine the optimal sequence by integrating the above factors
Output: execution sequence + phased plan + parallelization opportunities

Output Format

Phase 1 (parallel): [SQ1, SQ3] — no mutual dependencies
Phase 2 (sequential): [SQ2] — depends on SQ1
Phase 3 (parallel): [SQ4, SQ5] — depend on SQ2
Rationale: [why this order is optimal]
Risk note: [which sub-questions, if they fail, will affect subsequent ones]

Track record

Benchmark

19 / 22

test cases passed, vs 14 / 22 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/answering-sequence-design/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.

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See it in action

What's inside

Answering Sequence Design

HARD-GATE

Pipeline

Output Format

Track record

Benchmark

Adoption

SkillSafety

Source

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