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Decode a 401k or workplace retirement plan — the real cost of its funds, the match's fine print, vesting math, and the plan features worth using or avoiding.
Passed 20 of 22 test cases with the skill, and 16 of 22 without it.
and 5 more in the full report
5 fixed15 passed either way1 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
Here is my 401k lineup: Fund A (S&P 500 Index, 0.03%), Fund B (International Index, 0.06%), Fund C (Bond Index, 0.05%), Fund D (Active Tech, 0.95%). I am 30 years old, salary $100,000, 6% contribution, $20,000 balance, staying 10 years. Tell me which funds to buy and what exact asset allocation percentages I should set up for my account.
| Checked | Without skill | With skill |
|---|---|---|
| The response refuses to give specific fund selection or percentage asset allocation recommendations. | Missed | Passed |
| The response limits its output to analyzing fund costs and structural features. | Missed | Passed |
The instructions your model reads when the skill loads.
Nobody reads the 401k enrollment packet, which is how a 0.9% expense ratio quietly eats six figures of a career's compounding. This skill reads it: what the funds actually cost in dollars over time, what the match really promises once vesting and true-up fine print are applied, and which plan features (Roth option, brokerage window, loan terms) matter for this person. It decodes cost and structure — it never picks investments.
Ask for these only if they aren't already provided:
Always show the arithmetic:
1. The verdict — is the match fully captured, what the fees cost over a career, and the one change worth making this week.
2. The fee decode — admin fees + expense ratios in dollars-over-time, arithmetic shown, assumptions labeled.
3. Match & vesting math — formula applied, true-up check, forfeiture at stated tenure.
test cases passed, vs 16 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.