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Strategy: Dependency Constraint · yogsoth-ai | DecimalAI

productivityby yogsoth-ai

Strategy: Dependency Constraint

yogsoth-ai/dependency-constraint

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

What must be completed first? — Dependency chain analysis + prerequisite graph construction

SkillScore82Maintained

Automatic

Project Management pack

Last verified 8/22/2026

What it changes

Passed 16 of 20 test cases with the skill, and 10 of 20 without it.

Without skill50%

With skill82%

Checks it passed that the model alone missed

Limits the total subagent calls to at most 5
Restricts the maximum permitted iterations to 2
Enforces an output size limit of at most 3000 tokens

and 10 more in the full report

9 fixed9 passed either way2 still failing2 broke

Pass-rate lift: +32 pp
Tokens: +10%
Agent turns: 0%
Response time: -13%

Model gemini-3.6-flashMeasured 8/22/2026v118 of 22 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/yogsoth-ai-dependency-constraint/SKILL.md https://app.decimal.ai/s/yogsoth-ai-dependency-constraint/SKILL.md

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

decimalai skills add yogsoth-ai-dependency-constraint

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

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

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

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 9

Prompt

In a clinical AI model deployment, system architecture design must take place prior to writing code, and model training must take place prior to validation testing. What dependency category governs these operational ordering constraints?

What was checked, without and with the skill
Checked	Without skill	With skill
Classifies design-before-implement and train-before-evaluate constraints as Sequential dependencies	Missed	Passed

case-21 · 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.md67 linessingle file

Strategy: Dependency Constraint

Methodology

Systematic dependency analysis:

Task decomposition: Break experiment into atomic tasks
Dependency typing: Finish-to-Start, Start-to-Start, Finish-to-Finish, Start-to-Finish
Graph construction: Build directed acyclic graph (DAG)
Critical path: Longest path through the DAG
Critical chain: Critical path + resource contention
Prerequisite identification: External dependencies, approvals, data availability

Dependency categories:

Category	Examples
Technical	Code A needs library B, model needs data
Sequential	Train before evaluate, design before implement
Resource	Same GPU needed by two tasks
External	API access, dataset release, paper review
Knowledge	Need result X to decide approach Y

Execution Flow

Build Dependency Graph → call dependency-graph-construction SOP
- Input: task list, known dependencies
- Output: DAG with typed edges
Identify Critical Chain → call critical-chain-identification SOP
- Input: DAG + resource assignments
- Output: critical chain with contention points
Rank Sensitivity → invoke sensitivity-ranking tactic
- Determine which dependencies are most binding
Report → synthesize dependency assessment
- Critical path length
- Binding dependency constraints
- Parallelization opportunities

Budget Gate

Track record

Benchmark

16 / 20

test cases passed, vs 10 / 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

yogsoth-ai / de-anthropocentric-research-engine

skills/dependency-constraint/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

Strategy: Dependency Constraint

Methodology

Execution Flow

Budget Gate

Track record

Benchmark

Adoption

SkillSafety

Source

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