Let $0<x<1$ and $f(x)=x^{x^{x^{x}}}$ then we have :
Claim :
$$f''(x)\geq 0$$
My attempt as a sketch of partial proof :
We introduce the function ($0<a<1$):
$$g(x)=x^{x^{a^{a}}}$$
Second claim : $$g''(x)\geq 0$$
We have :
$g''(x)=x^{x^{a^{a}}+a^a-2}(a^{\left(2a\right)}\ln(x)+x^{a^{a}}+2a^{a}x^{a^{a}}\ln(x)-a^{a}\ln(x)+2a^{a}+a^{\left(2a\right)}x^{a^{a}}\ln^{2}(x)-1)$
We are interested by the inequality :
$$(a^{\left(2a\right)}\ln(x)+x^{a^{a}}+2a^{a}x^{a^{a}}\ln(x)-a^{a}\ln(x)+2a^{a}+a^{\left(2a\right)}x^{a^{a}}\ln^{2}(x)-1)\geq 0$$
I'm stuck here .
As noticed by Hans Engler we introduce the function :
$$r(x)=x^{a^a}\ln(x)$$ We have :
$$r''(x)=x^{a^a - 2} ((a^a - 1) a^a \ln(x) + 2 a^a - 1)$$
The conclusion is straightforward the function $\ln(g(x))$ is convex so it implies that $g(x)$ is also convex on $(0,1)$.
Now starting with the second claim and using the Jensen's inequality we have $x,y,a\in(0,1)$:
$$x^{x^{a^{a}}}+y^{y^{a^{a}}}\geq 2\left(\frac{x+y}{2}\right)^{\left(\frac{x+y}{2}\right)^{a^{a}}}$$
We substitute $a=\frac{x+y}{2}$ we obtain :
$$x^{x^{\left(\frac{x+y}{2}\right)^{\left(\frac{x+y}{2}\right)}}}+y^{y^{\left(\frac{x+y}{2}\right)^{\left(\frac{x+y}{2}\right)}}}\geq 2\left(\frac{x+y}{2}\right)^{\left(\frac{x+y}{2}\right)^{\left(\frac{x+y}{2}\right)^{\left(\frac{x+y}{2}\right)}}}$$
Now the idea is to compare the two quantities :
$$x^{x^{x^{x}}}+y^{y^{y^{y}}}\geq x^{x^{\left(\frac{x+y}{2}\right)^{\left(\frac{x+y}{2}\right)}}}+y^{y^{\left(\frac{x+y}{2}\right)^{\left(\frac{x+y}{2}\right)}}}$$
We split in two the problem as :
$$x^{x^{\left(\frac{x+y}{2}\right)^{\left(\frac{x+y}{2}\right)}}}\leq x^{x^{x^{x}}}$$
And :
$$y^{y^{y^{y}}}\geq y^{y^{\left(\frac{x+y}{2}\right)^{\left(\frac{x+y}{2}\right)}}}$$
Unfortunetaly it's not sufficient to show the convexity because intervals are disjoint .
A related result :
It seems that the function :
$r(x)=x^x\ln(x)=v(x)u(x)$ is increasing on $I=(0.1,e^{-1})$ where $v(x)=x^x$ . For that differentiate twice and with a general form we have : $$v''(x)u(x)\leq 0$$ $$v'(x)u'(x)\leq 0$$ $$v(x)u''(x)\leq 0$$
So the derivative is decreasing on this interval $I$ and $r'(e^{-1})>0$
We deduce that $R(x)=e^{r(x)}$ is increasing . Furthermore on $I$ the function $R(x)$ is concave and I have not a proof of it yet .
We deduce that the function $R(x)^{R(x)}$ is convex on $I$ . To show it differentiate twice and use a general form like : $(n(m(x)))''=R(x)^{R(x)}$ and we have on $I$ :
$$n''(m(x))(m'(x))^2\geq 0$$
And :
$$m''(x)n'(m(x))\geq 0$$
Because $x^x$ on $x\in I$ is convex decreasing .
Conlusion :
$$x^{x^{\left(x^{x}+x\right)}}$$ is convex on $I$
The same reasoning works with $x\ln(x)$ wich is convex decreasing on $I$ .
Have a look to the second derivative divided by $x^x$
In the last link all is positive on $J=(0.25,e^{-1})$ taking the function $g(x)=\ln\left(R(x)^{R(x)}\right)$
Question :
How to show the first claim ?Is there a trick here ?
Ps:feel free to use my ideas .
Mathematica 12.3 does it in moment by
Since the minimum value of the second derivative on $(0,1)$ is positive, the function under consideration is convex on $(0,1)$.
Addition. The @RiverLi user states doubts concerning the
NMinimizeresult. Here are additional arguments. First, as$ x^{x^x+x^{x^x}-2} \left(x^{2 x} \log (x) \left(x \log ^2(x)+x \log (x)+1\right)^2+x^{x+1} \log ^2(x)+x^{x+2} \log ^2(x) (\log (x)+1)^2+3 x^{x+1} \log (x) (\log (x)+1)+2 x^x+x^x \log (x) (x+x \log (x)-1)+x^{x^x} \left(x^x \log (x) \left(x \log ^2(x)+x \log (x)+1\right)+1\right)^2-1\right)$ and
$x^{x^x+x^{x^x}} \left(x^{3 x} \log (x) \left(\frac{1}{x}+\log ^2(x)+\log (x)\right)^3+x^{2 x-3} \left(x \log ^2(x)+x \log (x)+1\right)^2+x^{x-2} \left(\frac{1}{x}+\log ^2(x)+\log (x)\right) \left(x^{x+1} \log (x) (\log (x)+1)+x^x-1\right)+x^{2 x^x} \left(x^x \log (x) \left(\frac{1}{x}+\log ^2(x)+\log (x)\right)+\frac{1}{x}\right)^3+3 x^{x^x-3} \left(x^{x+1} \log ^3(x)+x^{x+1} \log ^2(x)+x^x \log (x)+1\right) \left(x^{2 x+2} \log ^5(x)+2 x^x+\left(x^x+4 x-1\right) x^x \log (x)+\left(2 x^x+1\right) x^{x+2} \log ^4(x)+\left(x^{x+1}+2 x^x+2 x\right) x^{x+1} \log ^3(x)+\left(2 x^x+x+5\right) x^{x+1} \log ^2(x)-1\right)+2 x^{x-3} \left(x^2 \log ^3(x)+2 x^2 \log ^2(x)+2 x+x (x+3) \log (x)-1\right)+3 x^{2 x-3} \log (x) \left(x \log ^2(x)+x \log (x)+1\right) \left(x^2 \log ^3(x)+2 x^2 \log ^2(x)+2 x+x (x+3) \log (x)-1\right)+\frac{\left(x^{x+1} \log (x) (\log (x)+1)+x^x-1\right)^2}{x^3}+\frac{x^{x+1} \log (x)+2 x^{x+1} (\log (x)+1)+x^{x+2} \log (x) (\log (x)+1)^2-x^x+1}{x^3}+x^{x-3} \log (x) \left(x^3 \log ^4(x)+3 x^3 \log ^3(x)+3 x^2+3 x^2 (x+2) \log ^2(x)+x \left(x^2+9 x-4\right) \log (x)+2\right)\right)$ show, the second derivative is continuously differentiable on $(0,1]$. Therefore, we can draw a conclusion that the second derivative is continuously differentiable on $[0.01,1]$.
Second,
$\infty$
and
$77.923$
and
$2$
Third, the command of Maple (here Maple is stronger than Mathematica)
$$\left[\begin{array}{cccc} 2.58795803978585\times10^{-24} & \left[\begin{array}{c} - 1.60871316268185183\times10^{-12} \end{array}\right] & \left[x= 0.669764056702161\right] & 23 \end{array}\right] $$ shows there is only one critical point of the second derivative on $[0.01,1]$. Combining the above with the value of the second derivative at $x=0.669764056702161$, i.e. with $0.83908$, and with the result of
$\{-4779.93,\{x\to 0.01\}\},$
we conclude that the second derivative takes its global minimum on $(0,1]$ at $x=0.669764056702161$ .