diff --git a/sesssions/2025-08-26-tuesday-pm.jl b/sesssions/2025-08-26-tuesday-pm.jl
new file mode 100644
index 0000000..ccb7bc5
--- /dev/null
+++ b/sesssions/2025-08-26-tuesday-pm.jl
@@ -0,0 +1,60 @@
+using CairoMakie
+using MixedModels
+using MixedModelsMakie
+using SMLP2025: dataset
+
+fm_sleep = lmm(@formula(reaction ~ 1 + days + (1+days|subj)),
+               dataset("sleepstudy"))
+
+shrinkageplot(fm_sleep)
+
+# notice the ! -- we're modifying an existing figure
+# (admittedly one that we created in the same line)
+# the advantage to this here is that we can specify the
+# figure's size manually
+shrinkageplot!(Figure(;size=(600,600)), fm_sleep; ellipse=true)
+
+# how do we save a figure?
+f = shrinkageplot!(Figure(;size=(600,600)), fm_sleep; ellipse=true)
+
+save("figure.png", f)
+save("figure.pdf", f)
+save("figure.svg", f)
+
+caterpillar(fm_sleep)
+
+kb07 = dataset("kb07")
+contrasts = Dict(:spkr => HelmertCoding(),
+                 :prec => HelmertCoding(),
+                 :load => HelmertCoding())
+
+fm_max = lmm(@formula(rt_trunc ~ 1 + spkr * load * prec +
+                                (1 + spkr * load * prec | subj) +
+                                (1 + spkr * load * prec | item)),
+             kb07; contrasts=contrasts)
+
+shrinkageplot(fm_max, :subj)
+
+fm_max.rePCA[:subj]
+
+fm_max.PCA[:subj]
+
+
+# one final thing....
+# Julia makes it easy to show() things in different formats
+
+show(stdout, MIME("text/plain"), fm_max)
+
+show(stdout, MIME("text/markdown"), fm_max)
+
+show(stdout, MIME("text/markdown"), VarCorr(fm_max))
+
+show(stdout, MIME("text/latex"), fm_max)
+
+show(stdout, MIME("text/xelatex"), fm_max)
+
+show(stdout, MIME("text/html"), fm_max)
+
+open("mytable.md", "w") do io
+    show(io,  MIME("text/markdown"), fm_max)
+end