diff --git a/running_matlab_jobs.md b/running_matlab_jobs.md
index 9d299c4..d6d8cd5 100644
--- a/running_matlab_jobs.md
+++ b/running_matlab_jobs.md
@@ -10,7 +10,7 @@ https://www.mathworks.com/products/matlab.html
 
 To view available MATLAB versions on a CARC system, run:
 
-```bash id="m1q8aa"
+```bash
 module avail matlab
 ```
 
@@ -36,7 +36,7 @@ Suppose you have a MATLAB script named `my_program.m` that generates a 3×3 matr
 
 Example:
 
-```matlab id="k8x2cn"
+```matlab
 % Generate a random 3x3 matrix
 rmatrix = rand(3);
 
@@ -57,13 +57,13 @@ Save this file in your home directory.
 
 If you want to test interactively, first request a compute node:
 
-```bash id="q7v1sp"
+```bash
 srun --pty bash
 ```
 
 Once on the compute node:
 
-```bash id="p0d8xy"
+```bash
 module load matlab
 matlab -batch "my_program"
 ```
@@ -76,11 +76,11 @@ This ensures MATLAB runs on a compute node, not the login node.
 
 Rather than requesting an interactive shell first, you can launch MATLAB on a compute node directly from the login node with a single command. Load the module in your login shell first — `srun` propagates your current environment to the compute node, so the module needs to already be loaded before you call `srun`, not after:
 
-```bash id="v3k8lp"
+```bash
 module load matlab
 ```
 
-```bash id="v3k9lm"
+```bash
 srun --partition general matlab -batch "my_program"
 ```
 
@@ -96,7 +96,7 @@ Notes:
 
 Create a submission script named `my_matlab_job.sbatch`.
 
-```bash id="x2n5ad"
+```bash
 #!/bin/bash
 
 #SBATCH --job-name=my_matlab_job
@@ -119,7 +119,7 @@ matlab -batch "my_program"
 
 Submit the job from your home directory:
 
-```bash id="c4w8pq"
+```bash
 sbatch my_matlab_job.sbatch
 ```
 
@@ -138,13 +138,13 @@ sbatch my_matlab_job.sbatch
 
 All output is written to:
 
-```text id="z1r8tt"
+```text
 slurm-<jobid>.out
 ```
 
 Monitor output live with:
 
-```bash id="t6v9gh"
+```bash
 tail -f slurm-<jobid>.out
 ```
 
@@ -152,40 +152,40 @@ tail -f slurm-<jobid>.out
 
 ## Commands Used (for Debugging)
 
-```bash id="a8m3kf"
+```bash
 module avail matlab
 ```
 
 List available MATLAB versions.
 
-```bash id="k2v9sd"
+```bash
 srun --pty bash
 ```
 
 Request an interactive compute node session.
 
-```bash id="u7p1wx"
+```bash
 module load matlab
 ```
 
 Load MATLAB module.
 
-```bash id="m9c2qa"
+```bash
 matlab -batch "my_program"
 ```
 
 Run MATLAB script in batch mode.
 
-```bash id="b5n7ld"
+```bash
 sbatch my_matlab_job.sbatch
 ```
 
 Submit job to Slurm.
 
-```bash id="r3q8yt"
+```bash
 tail -f slurm-<jobid>.out
 ```
 
 Monitor job output.
 
-*This QuickByte was validated on 6/23/2026*
+*This QuickByte was validated on 8/3/2026*