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2537 Instruction Density 02797ac2

ASecurity

**Opus**: Tracks and satisfies 15+ simultaneous constraints reliably. Prioritizes naturally when constraints tension. **Haiku**: Reliable with 5-7 simultaneous constraints. At 10+, may drop rules — particularly those in the middle of a list, those phrased passively, or those that conflict with example patterns. **Mitigation**: Limit rules to 7. Group and prioritize. ``` BAD: 12 flat rules in a single list GOOD: CRITICAL (must never violate): 1. [rule] 2. [rule] REQUIRED (always apply): 3. [ru...

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  • Added October 11, 2026
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Security analysis

A100/100

Scanned October 11, 2026

npx -y skills add tools-only/X-Skills --skill 2537-instruction-density_02797ac2 --agent claude-code

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SKILL.md
# Instruction Density and Rule Dropping

**Opus**: Tracks and satisfies 15+ simultaneous constraints reliably.
Prioritizes naturally when constraints tension.

**Haiku**: Reliable with 5-7 simultaneous constraints. At 10+,
may drop rules — particularly those in the middle of a list, those
phrased passively, or those that conflict with example patterns.

**Mitigation**: Limit rules to 7. Group and prioritize.

```
BAD: 12 flat rules in a single list

GOOD: 
CRITICAL (must never violate):
1. [rule]
2. [rule]

REQUIRED (always apply):
3. [rule]
4. [rule]
5. [rule]

PREFERRED (apply when possible):
6. [rule]
7. [rule]
```

Additional strategies:
- Cross-reference rules in process steps: "Apply rules 1-3 to each item"
- Embed the most important rules in the examples, not just the rule list
- For complex rule sets, split into multiple prompts (one pass per
  rule group) rather than asking Haiku to apply all at once
- Repeat the single most important rule at the END of the prompt

If a rule is never demonstrated in the examples, Haiku is less likely
to follow it. Every critical rule should appear in at least one example.

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