Harden AI agent rules and compile learning workflow
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# Patterns and Anti-Patterns
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**Last Updated:** 2026-04-05
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Capture recurring implementation patterns that impact compile stability.
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## Pattern Entry Template
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- **Context:** where this applies
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- **Good pattern:** concise example/description
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- **Anti-pattern:** concise example/description
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- **Why it matters:** one sentence
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## Starter Patterns
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1. **NT8 override signatures**
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- Good pattern: copy exact signature from official NT8 docs before coding.
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- Anti-pattern: infer or copy from outdated examples.
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- Why it matters: prevents `CS0115` and runtime integration drift.
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2. **Access modifier on overrides**
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- Good pattern: use `protected override` for NT8 lifecycle/event methods.
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- Anti-pattern: `public override` or `private override`.
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- Why it matters: prevents `CS0507`.
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3. **C# 5 compatibility discipline**
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- Good pattern: `string.Format`, explicit null checks, block-bodied members.
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- Anti-pattern: string interpolation, null-conditional, expression-bodied members.
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- Why it matters: prevents avoidable language-version compile failures.
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4. **Managed order sequencing**
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- Good pattern: set stop/target before entry on the same bar.
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- Anti-pattern: entry first, then stop/target.
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- Why it matters: avoids silent behavior defects and rejected assumptions.
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5. **Scope-first fixes**
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- Good pattern: smallest safe change in scoped files only.
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- Anti-pattern: broad cleanup or adjacent-file edits during bugfix.
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- Why it matters: reduces regression risk and review churn.
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