⚠️ Before you continue — please read

You must acknowledge and accept the following to use this page.

  • Educational and reference use only. A teaching case study for the aiskilldojo AI curriculum. On this page, every answer is written by an AI model you choose and pay for — it exists to let students compare AI-composed answers against the deterministic versions of this tool, not to help you make decisions.
  • Not financial advice. Nothing here is tax, legal, financial, investment, retirement, insurance, or benefits advice.
  • Not advice or consulting of any kind, and no professional, advisory, fiduciary, or client relationship is created by using this page.
  • Not a commercial service. Free and non-commercial; nothing here is an offer, solicitation, or recommendation of any product, service, or transaction.
  • Consult a licensed professional — your own CPA, tax attorney, or qualified advisor — about any subject this tool touches, before acting on anything.
  • AI-composed answers can be wrong, even when grounded in the sealed corpus. The model is instructed to answer only from validated reference text and to cite entry ids, but unlike the deterministic versions of this tool there is no structural guarantee. Treat every answer as unverified.
  • Web-search results are less reliable again. If the corpus does not cover your question, you may choose to let the model search the live web. Web-sourced content is NOT validated, may be inaccurate, outdated, or wrong, carries reduced confidence versus the sealed corpus, and demands your own further due diligence before any reliance whatsoever.
  • Your key, your cost. Questions, the sealed corpus, and (if you choose) web-search requests are sent from your browser directly to OpenRouter and its model providers, billed to your key. This server never sees or stores your key.
  • Unanswered questions are recorded. A question the corpus could not answer is stored — question text only, no IP, no timestamp, no identity — and reviewed to plan future reference entries. Do not type personal information into the question box.
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Retirement Decumulation Reference v3 — AI-composed

Your chosen LLM writes every answer from the SHA-256 sealed corpus · optional reduced-confidence web-search fallback · compare with v1 (deterministic) and v2 (AI-routed) · ← all capstones
⚠️ Every answer on this page is AI-composed — reference only, not advice. Educational teaching case study. Not tax, legal, financial, investment, or benefits advice; not advice or consulting of any type; not a commercial service. Corpus-grounded answers are unverified AI text; web-search answers are less reliable again. Consult a licensed CPA or tax attorney about anything you read here. Full disclaimer ↓

AI model — required (bring your own OpenRouter key)

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Unlike v1/v2, this page has no keyless mode — the model composes 100% of every answer. Each question sends the ~28 KB sealed corpus as context. Trial users: the instructor issues a temporary key capped at $3.00 as a 1-week pass. Your key is billed by OpenRouter, never by this site.

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Answer

Paste your key above, then ask — the model answers from the sealed corpus.
🔎 NEW WEB-SEARCH DATA — reduced confidence. Nothing below comes from the validated sealed corpus. It was gathered from the live web moments ago, may be inaccurate, incomplete, outdated, or wrong, and is shown only because you asked. You are highly recommended to perform your own further due diligence on every figure and claim before relying on it in any way — and then to verify with a licensed professional.
AI-composed from sealed corpus — unverified
⚠️ AI-generated text — educational reference only; not tax, legal, financial, or any other advice; no professional relationship created. Verify against primary sources and consult a licensed professional before acting on anything above.
The sealed corpus does not cover this question. You can ask the model to search the live web instead — results will be clearly flagged as unvalidated, reduced-confidence web data.
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Full disclaimer

  • Educational and reference purposes only. A teaching case study for the aiskilldojo AI curriculum, built to compare answer strategies over one sealed corpus. Not a substitute for your own research or professional guidance.
  • Not advice; no professional relationship. Nothing here constitutes tax, legal, financial, investment, retirement, insurance, or benefits advice, nor advice or consulting of any other type. No advisory, fiduciary, attorney–client, accountant–client, or other professional relationship is created by your use of this page.
  • Not a commercial service. Free and non-commercial. Nothing here is an offer, solicitation, endorsement, or recommendation of any product, service, security, or transaction.
  • Every answer is AI-composed and unverified. The model is instructed to ground itself in the sealed corpus and cite entry ids, but AI output can be wrong even when grounded. There is no structural guarantee on this page — for structurally guaranteed verbatim answers, use v1 or v2.
  • Web-search answers carry reduced confidence. When you choose the web-search fallback, the content is gathered live from the open web, is NOT part of the validated corpus, may be inaccurate or outdated, and requires your own further due diligence on every figure before any reliance — followed by review with a licensed professional.
  • Consult a licensed professional about any subject related to this tool before you rely on or act upon it.
  • Coverage logging. Questions the corpus cannot answer are recorded — text only, no IP, no timestamp, no identity — to plan future reference entries. Your API key never reaches this server.