[step:Estimate the probability of three consecutive anomalously small dyadic increments]
Fix $R \in \mathbb N$ and $m \in \mathbb N$. For $n \in \mathbb N$, set $\Delta_n := 2^{-n}$ and
\begin{align*}
N_{R,n} := \left\lceil (R+1)2^n \right\rceil.
\end{align*}
For each integer $j$ with $0 \le j \le N_{R,n}-1$, define the dyadic increment
\begin{align*}
I_{j,n}: \Omega &\to \mathbb R \\
\omega &\mapsto W_{(j+1)\Delta_n}(\omega)-W_{j\Delta_n}(\omega).
\end{align*}
Each $I_{j,n}$ is a real-valued Gaussian random variable with distribution $\mathcal N(0,\Delta_n)$, and the random variables $I_{j,n},I_{j+1,n},I_{j+2,n}$ are independent by the independent-increments property of [Brownian motion](/page/Brownian%20Motion).
Define the event
\begin{align*}
A_{R,m,n}:=\left\{\omega \in \Omega:
\begin{array}{l}
\text{there exists }j \in \{0,\dots,N_{R,n}-3\}\text{ such that}\\
|I_{j,n}(\omega)|\le 6m\Delta_n,\ |I_{j+1,n}(\omega)|\le 6m\Delta_n,\ |I_{j+2,n}(\omega)|\le 6m\Delta_n
\end{array}
\right\}.
\end{align*}
We first bound the probability of $A_{R,m,n}$. If $X \sim \mathcal N(0,\Delta_n)$ and $a>0$, then the Gaussian density bound gives
\begin{align*}
\mathbb P(|X|\le a)
&= \int_{-a}^{a}\frac{1}{\sqrt{2\pi\Delta_n}}\exp\left(-\frac{y^2}{2\Delta_n}\right)\,d\mathcal L^1(y) \\
&\le \int_{-a}^{a}\frac{1}{\sqrt{2\pi\Delta_n}}\,d\mathcal L^1(y)
= \frac{2a}{\sqrt{2\pi\Delta_n}}.
\end{align*}
With $a=6m\Delta_n$, this yields
\begin{align*}
\mathbb P(|I_{j,n}|\le 6m\Delta_n)\le \frac{12m}{\sqrt{2\pi}}\Delta_n^{1/2}.
\end{align*}
Set $C_m:=12m/\sqrt{2\pi}$. By independence of the three consecutive increments,
\begin{align*}
\mathbb P\left(|I_{j,n}|\le 6m\Delta_n,\ |I_{j+1,n}|\le 6m\Delta_n,\ |I_{j+2,n}|\le 6m\Delta_n\right)
\le C_m^3\Delta_n^{3/2}.
\end{align*}
Taking the union over at most $N_{R,n}\le (R+2)2^n$ possible starting indices gives
\begin{align*}
\mathbb P(A_{R,m,n})
\le (R+2)2^n C_m^3\Delta_n^{3/2}
= (R+2)C_m^3 2^{-n/2}.
\end{align*}
Consequently,
\begin{align*}
\sum_{n=1}^{\infty}\mathbb P(A_{R,m,n})
\le (R+2)C_m^3\sum_{n=1}^{\infty}2^{-n/2}
<\infty.
\end{align*}
[/step]