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https://github.com/hypertrial/stacking_sats

Stacking Sats - A Hypertrial Open-Source Initiative
https://github.com/hypertrial/stacking_sats

bitcoin data-science quant

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Stacking Sats - A Hypertrial Open-Source Initiative

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README

          

# Stacking Sats Master Repo

Welcome to the master repository for the [Hypertrial.ai](https://www.hypertrial.ai/) Stacking Sats initiative — an open-source, performance-based ecosystem for building, testing, and deploying Bitcoin accumulation strategies.

> **Problem Statement:**

> To find this initiative useful, you must first believe that accumulating Bitcoin is worthwhile.
> If not, suppose — *for the sake of contradiction* — that it is. Then continue reading.
>
> *“If you don't believe me or don't get it, I don't have time to try to convince you, sorry”.*
> — Satoshi Nakamoto
>
> As individuals, institutions, and even nations race to accumulate a mathematically scarce asset, we ask:
> Can we do better than dollar-cost averaging (DCA)?
>
> If Bitcoin is good, we want more of it.
> And yes — there are systematic, data-driven strategies that yield more Bitcoin per dollar than naive DCA.

---

## 🚀 Choose Your Path

**All paths contribute to the Stacking Sats project.**

| Path | Description | Link |
|--------------------------|-----------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------|
| 💼 Capstone Projects | Collaborate with us via your university program capstone or internship. | [Jump to Capstone Projects](#Capstone-Projects) |
| 🔓 Open Source Projects | Build your GitHub portfolio by contributing to our codebase. | [Jump to Contribute](#Contribute) |
| 📊 Tournaments | Join free competitions to test and prove your skills (and win prizes). | [Jump to Tournaments](#Tournaments) |
| 🎓 Hypertrial Academy | 8-week, 1-on-1 mentorship for breaking into high-impact data roles. | [Jump to Hypertrial Academy](#Hypertrial-Academy) |

---

## 🧑‍💻 For Talent

Designing optimal Bitcoin accumulation strategies is a rigorous generalization of dollar-cost averaging. Without rigor, it's easy to produce degenerate strategies that lack statistical significance.

We have defined a framework that constrains the space of valid solutions while preserving the core strengths of DCA. However, the resulting search space is mathematically vast and difficult to navigate.

This is why we have open-sourced the challenge — to invite technical talent around the world to contribute to a real-world Bitcoin quant problem.

### Capstone Projects

[Trilemma Foundation](https://www.trilemma.foundation/) sponsors capstone, practicum, and internship projects across leading university programs. These projects give students the opportunity to work on real-world challenges that bridge the gap between academia and industry.

Students contribute to open-source projects, receive mentorship, and build a public portfolio of work.

**Explore our current university projects:**

- [UBC MDS · Summer 2025](https://www.hypertrial.ai/university-projects/ubc-mds)
- [Georgia Tech MSA · Summer 2025](https://github.com/TrilemmaFoundation/GT-MSA-S25)

**View all partners or inquire about collaborating:**

- [University Partners](https://www.hypertrial.ai/partners)

---

### Contribute

Join the open-source effort behind Stacking Sats.

- [📦 Data Engineering + Science](https://github.com/hypertrial/stacking_sats_pipeline)
Help expand our data lake by integrating open-source datasets. This pipeline powers models used by thousands of students across tournaments and university projects. If you have relevant data, submit a PR.

- [🖼 Frontend + UX](https://github.com/hypertrial/stacking_sats_product)
Improve the frontend experience of our public-facing GitHub page and visualization tools.

---

### Tournaments

Take part in equal-opportunity, meritocratic competitions. In other words: Proof of Performance.




Strategy Tournament




Trilemma Foundation


> **Stacking Sats: Strategy x Trilemma Foundation Tournament**
> A global, free, and remote tournament where talent competes to push the frontier of Bitcoin insight.
> Participants compete by building data-driven models that beat naive DCA across a fixed time and budget.
>
> Starts June 28, 2025 · Open to anyone with an internet connection · Backed by Strategy and Trilemma Foundation.

**Get Started:** [Tournament Repo](https://github.com/TrilemmaFoundation/stacking-sats-tournament-mstr-2025) · [Tournament Page](https://www.hypertrial.ai/bitcoin-arena/challenge/bitcoin)

---

### Hypertrial Academy

A personalized 8-week mentorship program to help you break into high-impact data roles.

> Build your portfolio by contributing to **Stacking Sats**
> Get 1-on-1 career guidance
> Sharpen your skills with a tailored technical curriculum

→ [Learn More](https://www.hypertrial.ai/academy)

---

## 🤝 For Industry

- [🌐 Stacking Sats Website](https://hypertrial.github.io/stacking_sats_product/)
- [🏛 University Partners](https://www.hypertrial.ai/partners)