FIG. 001 p(x) = 1/√(2πσ²) · e^(−(x−μ)²/2σ²)

A study in probability, chance, and the shape of uncertainty.

Hwaglyul is a slow journal investigating the mathematics of what might be. We publish essays, simulations, and visual experiments that treat probability not as a tool, but as a way of seeing.

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01 / Manifesto

We do not predict. We listen to the distribution.

i.

The world is a sample.

Every event you witness is a single draw from a deeper, unseen urn. To take it as the truth is to mistake a footprint for the animal. We try to reconstruct the animal.

ii.

Certainty is a kind of poverty.

A confident belief carries no information. We celebrate the wide posterior, the long tail, the answer that arrives wearing an error bar.

iii.

Coincidence is undercounted.

Most of the world's strangeness is the predictable arithmetic of large numbers, mistaken for fate. We count what you didn't think to count.

iv.

Models are short stories.

A good model, like a good story, is wrong in interesting ways. It survives because it earns its assumptions, not because it gets the ending right.

02 / Distributions

A small museum of shapes the world arrives in.

03 / Archive

Recent essays from the journal.

  1. № 014 2026 · 04 · 22

    The Birthday Paradox at Scale

    Essay · 11 min · by H. Park

  2. № 013 2026 · 03 · 30

    A Very Short Defence of the Prior

    Essay · 7 min · by J. Cho

  3. № 012 2026 · 03 · 08

    Why the Cauchy Has No Mean (and Why That Matters)

    Notes · 4 min · by editorial

  4. № 011 2026 · 02 · 17

    Random Walks in Cities, Markets, Memory

    Essay · 14 min · by S. Ahn

  5. № 010 2026 · 01 · 29

    Coincidence Considered as a Law

    Essay · 9 min · by M. Lee

  6. № 009 2025 · 12 · 12

    On the Quiet Tyranny of the Average

    Essay · 6 min · by H. Park

04 / Oracle

Ask a small probabilistic question.

posterior → P(meaningful) = 0.62 ± 0.11

Press a question. Each press redraws a posterior from a Beta(α, β) you haven't seen.