implementation-approach
Skill51 starsChanged 9 days agoMITView on GitHub
Selects the smallest sufficient implementation strategy and verification boundary from current requirements and repository evidence.
3 other projects use a version of this, 1 of them edited.
Adopted by
Most recently taken up by
- shinpr/ai-coding-project-boilerplatetheir own version, first seen Nov 8, 2026
- shinpr/codex-workflowsedited, first seen Nov 3, 2026
- shinpr/claude-code-workflowstheir own version, first seen Mar 23, 2026
Other versions3 projects use a version of this.
Word for word · 0
None found.
Edited · 1
- shinpr/codex-workflows★ 3949% same
Wrote their own version · 2
- shinpr/claude-code-workflows★ 712same name
- shinpr/ai-coding-project-boilerplate★ 236same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository8 other files it gives its agents.
- AGENTS.mdAGENTS.md
- ai-development-guideSkill
- coding-rulesSkill
- documentation-criteriaSkill
- integration-e2e-testingSkill
- metacognitionSkill
- testingSkill
- testing-strategySkill
The file
We split this skill into the rules it gives an agent
7 rules. 0 are common, 7 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 3 edited versions we read keep these.
7
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 10
Use this sequence when a design or task needs an implementation approach:
- Distinctive: line 14
Failure check: Test the direct implementation against current requirements, verified constraints, observed problems, and evidence-backed …
- Distinctive: line 15
Targeted expansion: Add only what resolves a failed item.
- Distinctive: line 20
Keep unselected candidates in the active execution context.
- Distinctive: line 30
Create phases from verified dependencies rather than architecture layers.
- Distinctive: line 40
Prefer observable operation, then a test, then build or static evidence when each is applicable.
- Distinctive: line 45
Every added mechanism resolves a current failed item.
“Common” is measured: kept by at least 6 in 10 of the 3 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Implementation Approach
Strategy Selection
Use this sequence when a design or task needs an implementation approach:
- Current evidence: Inspect the relevant responsibility, data or control path, representative repository pattern, and constraints that can change the choice.
- Direct implementation: Describe the simplest end-to-end change that delivers the outcome through the existing architecture and dependencies.
- Failure check: Test the direct implementation against current requirements, verified constraints, observed problems, and evidence-backed material risks within scope.
- Targeted expansion: Add only what resolves a failed item. Compare the smaller design with and without the addition.
- Value and subtraction check: Retain an addition only when evidence shows that its outcome benefit justifies its implementation, testing, documentation, runtime, and maintenance cost.
Possible future reuse, generic best practice, speculative edge cases, and optional hardening are not failed items. File count is supporting evidence, not a strategy rule.
Keep unselected candidates in the active execution context. Create a durable artifact only for a named downstream consumer.
Slicing Choice
Choose the smallest structure that preserves real dependency order and yields observable progress:
- Vertical: One user- or consumer-visible outcome can be completed across its layers without first creating a shared foundation.
- Foundation-first: Multiple required outcomes depend on the same contract or mechanism that must exist before any can work.
- Hybrid: One verified shared dependency comes first, followed by outcome-oriented slices.
Create phases from verified dependencies rather than architecture layers. Keep independently executable work separate when combining it would obscure ownership or verification.
Verification Level
Select the narrowest level that exercises the boundary named by the requirement:
- L1: Local: A unit, pure transformation, local command, build, or artifact check.
- L2: Integration: Interaction across components, persistence, processes, or another named integration boundary.
- L3: End-to-end: The complete user, browser, process, or service journey required by the acceptance criterion.
Prefer observable operation, then a test, then build or static evidence when each is applicable.
Completion Check
- The approach delivers the outcome through existing patterns where sufficient.
- Every added mechanism resolves a current failed item.
- Task order follows verified dependencies rather than hypothetical rollout needs.
- Verification exercises the required observable boundary without adding an unnecessary wider lane.
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