minor polish

Author: s-sajid-ali

.gitignore

@@ -1,3 +1,6 @@
+# agent memory
+.memsearch/*
+
 # pixi environments
 .pixi
 *.egg-info

.memsearch/memory/2026-05-14.md

@@ -2,19 +2,19 @@
 
 So far, we have used container images that are already available on Torch under `/share/apps/images`.
 
-In practice, you may also want to run software that is not provided by the cluster. Apptainer can pull images directly from Docker registries and convert them into the Apptainer SIF format.
+In practice, you may also want to run software that is not provided by the cluster. Apptainer can pull images directly from Docker registries and convert them into the Apptainer `SIF` format.
 
 :::warning
-
-Pulling container images can require significant network bandwidth and disk space. On Torch, image downloads should be performed on compute nodes rather than login nodes.:::
+Pulling container images can require significant network bandwidth and disk space. On Torch, image downloads should be performed on compute nodes rather than login nodes.
+:::
 
 For example, we can pull an official PyTorch image from Docker Hub:
 
 ```bash
 apptainer pull pytorch.sif docker://pytorch/pytorch:latest
 ```
 
-During the pull process, Apptainer downloads the Docker image layers and converts them into a single SIF image:
+During the pull process, Apptainer downloads the Docker image layers and converts them into a single `SIF` image:
 
 ```bash
 INFO:    Converting OCI blobs to SIF format
@@ -24,8 +24,7 @@ INFO:    Fetching OCI image...
 INFO:    Creating SIF file...
 ```
 
-The output shows that Apptainer is downloading the Docker image layers and converting them into a single SIF image. Once the conversion completes, the resulting SIF file can be used without Docker.
-When the command completes, a new image named `pytorch.sif` will be created in the current directory.
+The output shows that Apptainer is downloading the Docker image layers and converting them into a single `SIF` image. Once the conversion completes, the resulting `SIF` file can be used without Docker. When the command completes, a new image named `pytorch.sif` will be created in the current directory.
 
 You can verify that the image exists: