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Author Topic: HODLPath - A Bitcoin-centric Monte Carlo simulator for planning  (Read 30 times)
kendog77 (OP)
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January 02, 2026, 11:56:33 PM
Last edit: Today at 01:08:53 PM by kendog77
 #1

I’m a long-time Bitcoiner who kept running into the same question:

How much Bitcoin can I hold if I actually plan to live off my portfolio someday?

Most retirement simulators either ignore Bitcoin entirely or behave badly when you introduce high-volatility assets. I wanted a tool focused on sequence-of-returns risk, withdrawal sustainability, and how Bitcoin changes the distribution of outcomes — not price prediction.

So I built HODLPath, a Monte Carlo retirement simulator designed to stress-test portfolios that include Bitcoin.

URL: https://hodlpath.streamlit.app/
Questions and constructive feedback are welcome.

What HODLPath Does
- Simulates thousands of portfolio paths over multi-decade horizons
- Models correlated multi-asset returns
- Explicitly focuses on withdrawal risk, not terminal wealth
- Supports:
     - start-of-year vs end-of-year withdrawals
     - inflation-indexed or nominal spending
     - optional spending guardrails after drawdowns
     - annual rebalance or natural drift

Outputs include:
- success / ruin probabilities
- full wealth distributions (fan charts)
- spending path distributions
- downloadable PDF reports (including comparison exports)

Return Model (Important)
HODLPath uses a lognormal (log-return) model:
- Users enter expected return and volatility as annual arithmetic values (the intuitive inputs most people think in).
- Internally, these are converted into log-return parameters and sampled with a correlation matrix.
- This ensures:
     - portfolio values never go below zero
     - realistic long-horizon compounding
     - more appropriate behavior for volatile assets like Bitcoin

This is not a forecasting tool — it’s meant for decision clarity under uncertainty and sensitivity analysis.

Garbage in → garbage out still applies, and assumptions are intentionally explicit.

Who This Is For
HODLPath is aimed at:
- long-horizon investors
- early retirees / FIRE planners
- anyone modeling withdrawals with Bitcoin in the portfolio

It’s not investment advice — just a way to explore how fragile or robust different allocations are when you actually start spending.

Side note: I built this as a learning exercise using modern AI coding assistants, which turned out to be surprisingly effective for this kind of analytical tool — but all modeling choices and assumptions are explicit and user-controlled.
BattleDog
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Today at 02:10:58 AM
 #2

This is actually a pretty refreshing change of pace from the usual "technical analysis" lines drawn on charts that predict the moon by next Tuesday.

Is that plain HTTP btw? You might want to get a certificate on that guy, even if no sensitive data is technically passing through, it just sets a better precedent.

Also, considering you built this with AI assistants, which are great at coding but sometimes terrible at nuanced statistics, I'd be curious to see the source code. I'd much rather clone a repo and run the Python script locally on my own machine than plug my retirement scenarios into a web form. It's nothing personal, just habit. If you open-source it, the community can also verify that the AI didn't hallucinate a "magic number" in the drift calculation.

Cheers!

Catenaccio
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Today at 03:52:37 AM
 #3

So I built HODLPath, a Monte Carlo retirement simulator designed to stress-test portfolios that include Bitcoin.
I don't know which references you used for your website development but if you have yet known about these sites and tools, I believe they're very helpful for your holdpath website development.

https://hodl.camp/
https://bitcoindata.science/withdrawal-strategy
[ANN] JJG Sustainable Bitcoin Withdrawal Strategy

I can not visit your website with Tor, it is a thing you need to change for your website.

R


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kendog77 (OP)
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Today at 02:13:02 PM
 #4

BattleDog, good point on the plain HTTP. This is actually a streamlit app, and I purchased the hodlpath.com domain name and setup a redirect to https://hodlpath.streamlit.app/.

I understand that redirects can be a bit sketchy so I updated the URL above to point directly to the streamlit app URL.

I may end up open sourcing the code in the future. I've done fairly exhaustive testing on the app and cross checked the results against multiple sources, so I think the results are solid.

Catenaccio, thanks for pointing out other similar tools. I wasn't aware of them but will definitely check them out.
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