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ss14-ai-workflow

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UpdatedApril 20, 2026 at 14:52

Use AI tools responsibly for SS14 development. Use when asking an agent to explain code, draft tests, refactor safely, debug with context, or when deciding what should stay human-designed versus what can be delegated to AI in this repo.

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ss14-art/open-space

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Software DevelopersComputer and Mathematical Occupations·SOC 15-1252

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SKILL.md

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name	ss14-ai-workflow
description	Use AI tools responsibly for SS14 development. Use when asking an agent to explain code, draft tests, refactor safely, debug with context, or when deciding what should stay human-designed versus what can be delegated to AI in this repo.

SS14 AI Workflow

Use this skill when the task is about how to collaborate with AI effectively inside this codebase.

Workflow

Open references/ai-strengths-and-risks.md.
Open references/prompting-patterns.md when a prompt or task needs to be framed better.
Open references/verification-rules.md.
Open ../../rules/ss14-testing-and-validation.md or ../ss14-tests-authoring/references/test-selection.md when choosing verification.
Treat AI as an accelerator, not the source of truth.

Reference Map

references/ai-strengths-and-risks.md
references/prompting-patterns.md
references/verification-rules.md
../../rules/ss14-testing-and-validation.md
../ss14-tests-authoring/references/test-selection.md

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name	ss14-ai-workflow
description	Use AI tools responsibly for SS14 development. Use when asking an agent to explain code, draft tests, refactor safely, debug with context, or when deciding what should stay human-designed versus what can be delegated to AI in this repo.

SS14 AI Workflow

Use this skill when the task is about how to collaborate with AI effectively inside this codebase.

Workflow

Open references/ai-strengths-and-risks.md.
Open references/prompting-patterns.md when a prompt or task needs to be framed better.
Open references/verification-rules.md.
Open ../../rules/ss14-testing-and-validation.md or ../ss14-tests-authoring/references/test-selection.md when choosing verification.
Treat AI as an accelerator, not the source of truth.

Reference Map

references/ai-strengths-and-risks.md
references/prompting-patterns.md
references/verification-rules.md
../../rules/ss14-testing-and-validation.md
../ss14-tests-authoring/references/test-selection.md