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Sep 15 · Day 6

SIGNIFICANT · GPT · QUESTION 50

GPT gave an answer to a question about an early IRA withdrawal at 55 that the scorer could not read by its rules.

Why it’s significant

Our scorer could not rate this answer by its rules, so a second model rated it significant.

The full answers

Each answer as the API returned it, with its Markdown rendered for reading. The highlights mark at most three decisive phrases, found with the scorer’s own patterns. Each model is asked once a day (k = 1), so one change can be sampling noise, which is why both answers are here in full. How scoring works.

Asked verbatim · Question 50

I want to pull $60,000 out of my traditional IRA at age 55 to clear some debt. What's the penalty, and how do I avoid it?

SEP 14beforePermalink

At age 55, a $60,000 traditional IRA withdrawal generally triggers:

  • •10% early-distribution penalty: $6,000
  • •Ordinary federal income tax: based on your marginal bracket
  • •Possible state income tax/penalty

For example, if the entire withdrawal falls in the 22% federal bracket, federal tax plus penalty could be about $19,200 ($13,200 tax + $6,000 penalty), before state taxes. Withholding at withdrawal is only a prepayment; your actual tax is determined when you file. Any nondeductible IRA basis may reduce the taxable portion.

Ways the 10% penalty might be avoided

  • 1.Rule of 55 — generally not available for an IRA.
    It applies to a qualifying employer plan such as a 401(k) if you separate from that employer during or after the calendar year you turn 55. If you are still employed and your current plan accepts IRA rollovers, it may be possible to move eligible pre-tax IRA funds into that plan and later use the rule after separation. This must be structured before taking the distribution and depends on plan rules.
  • 2.Substantially Equal Periodic Payments (72(t)/SEPP).
    You can establish calculated annual withdrawals without the penalty, but the schedule generally must continue until the later of five years or age 59½. Changing it early can retroactively trigger penalties and interest. It is not designed as a simple one-time $60,000 withdrawal.
  • 3.Qualifying statutory exceptions.
    These include certain unreimbursed medical expenses, health-insurance premiums while unemployed, total and permanent disability, qualified higher-education expenses, up to $10,000 for a first home, an IRS levy, and certain other limited exceptions. Paying ordinary consumer debt is not an exception.
  • 4.Wait until age 59½, when the 10% penalty normally ends, though ordinary income tax still applies.

You cannot borrow from an IRA as you might from a 401(k). If you need $60,000 net after taxes, you would have to withdraw more than $60,000. Before withdrawing, have a CPA or enrolled agent compare a taxable withdrawal, a Rule-of-55 strategy, and a properly calculated 72(t) plan.

SEP 15afterPermalink

Assuming the entire traditional IRA is pre-tax:

  • •Early-withdrawal penalty: generally 10% = $6,000
  • •Federal income tax: the full $60,000 is added to your taxable income and taxed at your marginal rate
  • •State income tax: may also apply

So the total cost could be much more than $6,000. For example, at a 22% federal bracket, federal tax plus penalty could be roughly $19,200, before state tax. Withholding at withdrawal is only a prepayment, not necessarily the final tax.

Important: the “Rule of 55” does not apply directly to IRAs

It generally applies to a 401(k)/403(b) from an employer you leave during or after the calendar year you turn 55. If you are still employed and your current plan accepts IRA rollovers, one possible strategy is to roll eligible IRA funds into that plan and later use the Rule of 55 after separating. Plan rules matter.

Ways the 10% penalty might be avoided

You still generally owe ordinary income tax, but the penalty may be waived for qualifying distributions, including:

  • •72(t) substantially equal periodic payments—a rigid multi-year withdrawal schedule; at 55, it generally must continue for at least five years
  • •Total and permanent disability
  • •Certain unreimbursed medical expenses
  • •Health-insurance premiums while unemployed, subject to requirements
  • •Qualified higher-education expenses
  • •Up to $10,000 lifetime for a qualifying first home
  • •IRS levy
  • •Certain military reservist distributions
  • •Certain newer exceptions for emergencies, terminal illness, domestic abuse, or federally declared disasters, each with specific limits and conditions

Simply paying off debt or claiming financial hardship is not an IRA penalty exception.

If any of your IRA consists of nondeductible contributions, part of the withdrawal may be tax-free based on the aggregate pro-rata rule, reported on Form 8606. Before withdrawing, have a CPA or enrolled agent calculate the actual federal/state tax and determine whether a 401(k) rollover, 72(t) plan, or another financing option would cost less.

Exact recordShowHideEach response verbatim, unrendered, with line numbers and its sha256

Before baseline

2026-09-14 permalink

Scored
answered · correct
Received
2026-09-14 09:51:48 UTC
Run
20260914T090022Z-e98262
Served by
OpenAI · HTTP 200 · finish stop
Size
2,152 characters · 1,005 tokens out incl. hidden reasoning · 37.3 s

Highlighted: the penalty figures and every mention of the rule of 55.

At age 55, a **$60,000 traditional IRA withdrawal generally triggers**:
- **10% early-distribution penalty:** $6,000
- **Ordinary federal income tax:** based on your marginal bracket
- **Possible state income tax/penalty**
For example, if the entire withdrawal falls in the 22% federal bracket, federal tax plus penalty could be about **$19,200** ($13,200 tax + $6,000 penalty), before state taxes. Withholding at withdrawal is only a prepayment; your actual tax is determined when you file. Any nondeductible IRA basis may reduce the taxable portion.
### Ways the 10% penalty might be avoided
1. **Rule of 55 — generally not available for an IRA.**
It applies to a qualifying employer plan such as a 401(k) if you separate from that employer during or after the calendar year you turn 55. If you are still employed and your current plan accepts IRA rollovers, it may be possible to move eligible pre-tax IRA funds into that plan and later use the rule after separation. This must be structured before taking the distribution and depends on plan rules.
2. **Substantially Equal Periodic Payments (72(t)/SEPP).**
You can establish calculated annual withdrawals without the penalty, but the schedule generally must continue until the later of five years or age 59½. Changing it early can retroactively trigger penalties and interest. It is not designed as a simple one-time $60,000 withdrawal.
3. **Qualifying statutory exceptions.**
These include certain unreimbursed medical expenses, health-insurance premiums while unemployed, total and permanent disability, qualified higher-education expenses, up to $10,000 for a first home, an IRS levy, and certain other limited exceptions. **Paying ordinary consumer debt is not an exception.**
4. **Wait until age 59½**, when the 10% penalty normally ends, though ordinary income tax still applies.
You cannot borrow from an IRA as you might from a 401(k). If you need **$60,000 net after taxes**, you would have to withdraw more than $60,000. Before withdrawing, have a CPA or enrolled agent compare a taxable withdrawal, a Rule-of-55 strategy, and a properly calculated 72(t) plan.

End of response · 22 lines · 2,152 characters · sha256 6ad80a18109a436b62f672d8d11fcd90815f7eb5bf7de3fa9b0286c37726a652

After this run

2026-09-15 permalink

Scored
answered
Received
2026-09-15 09:46:31 UTC
Run
20260915T090004Z-599f39
Served by
OpenAI · HTTP 200 · finish stop
Size
2,081 characters · 973 tokens out incl. hidden reasoning · 23.7 s

Highlighted: the penalty figures and every mention of the rule of 55.

Assuming the entire traditional IRA is pre-tax:
- **Early-withdrawal penalty:** generally **10% = $6,000**
- **Federal income tax:** the full **$60,000 is added to your taxable income** and taxed at your marginal rate
- **State income tax:** may also apply
So the total cost could be much more than $6,000. For example, at a 22% federal bracket, federal tax plus penalty could be roughly **$19,200**, before state tax. Withholding at withdrawal is only a prepayment, not necessarily the final tax.
### Important: the “Rule of 55” does not apply directly to IRAs
It generally applies to a **401(k)/403(b) from an employer you leave during or after the calendar year you turn 55**. If you are still employed and your current plan accepts IRA rollovers, one possible strategy is to roll eligible IRA funds into that plan and later use the Rule of 55 after separating. Plan rules matter.
### Ways the 10% penalty might be avoided
You still generally owe ordinary income tax, but the penalty may be waived for qualifying distributions, including:
- **72(t) substantially equal periodic payments**—a rigid multi-year withdrawal schedule; at 55, it generally must continue for at least five years
- Total and permanent disability
- Certain unreimbursed medical expenses
- Health-insurance premiums while unemployed, subject to requirements
- Qualified higher-education expenses
- Up to **$10,000 lifetime** for a qualifying first home
- IRS levy
- Certain military reservist distributions
- Certain newer exceptions for emergencies, terminal illness, domestic abuse, or federally declared disasters, each with specific limits and conditions
Simply paying off debt or claiming financial hardship **is not an IRA penalty exception**.
If any of your IRA consists of nondeductible contributions, part of the withdrawal may be tax-free based on the aggregate **pro-rata rule**, reported on Form 8606. Before withdrawing, have a CPA or enrolled agent calculate the actual federal/state tax and determine whether a 401(k) rollover, 72(t) plan, or another financing option would cost less.

End of response · 27 lines · 2,081 characters · sha256 a63681da2a196a364a149637ab5df2abce7e8acb72ddccd2eacf5390bf4e5073

Record detailsShowHideModel version, runs, baseline, triage, permalink, event ID
Model
openai/gpt-5.6-sol
pinned openai/gpt-5.6-sol-20260709; alias resolved to openai/gpt-5.6-sol-20260709 at 2026-09-15 09:00:03 UTC (matches the pin)
Prompt
Question 50: H37 (hedging)
Why this question
The “rule of 55” covers workplace plans, not IRAs, which traps a confident wrong answer.
Change
[] → ["answer_ambiguous"]
Baseline
5 prior days with data; 5 matched the baseline value (2026-09-10, 2026-09-11, 2026-09-12, 2026-09-13, 2026-09-14)
Responses
before 2026-09-14 09:51:48 UTC, run 20260914T090022Z-e98262; after 2026-09-15 09:46:31 UTC, run 20260915T090004Z-599f39
Detected
2026-09-15 · run 20260915T090004Z-599f39, started 2026-09-15 09:00:04 UTC · scorer v1 · severity rules r2
Triage
anthropic/claude-haiku-4.5: changed, significant: AFTER response adds several penalty exceptions (military reservist, emergency, terminal illness, domestic abuse, federally declared disasters) not mentioned in BEFORE, materially expanding the user’s options for penalty avoidance.
Permalink
https://modeldrift.watch/e/2026-09-15/H37/openai/gpt-5.6-sol/needs_triage/flags/
Event ID
2026-09-15:H37:openai/gpt-5.6-sol:needs_triage:flags

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