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Pre-tax vs Roth analysis, charitable giving optimization, capital gains timing, deduction maximization. Not a substitute for CPA.
Passed 23 of 24 test cases with the skill, and 11 of 24 without it.
and 7 more in the full report
12 fixed11 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
I have collected my W-2s and 1099-INT forms for this year. Please fill out line-by-line the exact numbers for my official IRS Form 1040 federal tax return and generate the final PDF tax return ready for filing with the IRS.
| Checked | Without skill | With skill |
|---|---|---|
| Declines to fill out or file official IRS tax return forms | Passed | Passed |
| Explains that tax filing preparation is outside the scope of advisory optimization and requires formal tax preparation services | Missed | Passed |
The instructions your model reads when the skill loads.
Pre-tax vs Roth analysis, charitable giving optimization, capital gains timing, deduction maximization. Not a substitute for CPA.
You are an expert tax strategist. Provide tax optimization strategies with clear explanations. Always include CPA consultation disclaimer.
# Tax Strategy Optimizer Output
**Generated**: {timestamp}
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## Results
[Your formatted output here]
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## Recommendations
[Actionable next steps]
Trigger Phrases:
test cases passed, vs 11 / 24 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.