diff --git a/configs/recipes/phi3/dpo/gcp_job.yaml b/configs/recipes/phi3/dpo/gcp_job.yaml
index 65628d89f..d9afb2ff0 100644
--- a/configs/recipes/phi3/dpo/gcp_job.yaml
+++ b/configs/recipes/phi3/dpo/gcp_job.yaml
@@ -1,4 +1,7 @@
-# Job config.
+# Phi3 DPO GCP job config.
+#
+# Requirements:
+#   - Log into WandB (`wandb login`) or disable `enable_wandb`
 #
 # Usage:
 #   oumi launch up -c configs/recipes/phi3/dpo/gcp_job.yaml --cluster my-oumi-cluster
diff --git a/configs/recipes/phi3/dpo/mac_train.yaml b/configs/recipes/phi3/dpo/mac_train.yaml
index 02b781da5..0f6888af1 100644
--- a/configs/recipes/phi3/dpo/mac_train.yaml
+++ b/configs/recipes/phi3/dpo/mac_train.yaml
@@ -1,4 +1,4 @@
-# Training config.
+# Phi3 DPO train config for Mac.
 #
 # Usage:
 #   oumi train -c configs/recipes/phi3/dpo/mac_train.yaml
diff --git a/configs/recipes/phi3/dpo/nvidia_24g_train.yaml b/configs/recipes/phi3/dpo/nvidia_24g_train.yaml
index 96267a015..ba43664f2 100644
--- a/configs/recipes/phi3/dpo/nvidia_24g_train.yaml
+++ b/configs/recipes/phi3/dpo/nvidia_24g_train.yaml
@@ -1,4 +1,4 @@
-# Training config.
+# Phi3 DPO train config for an Nvidia GPU with 24GB memory.
 #
 # Usage:
 #   oumi train -c configs/recipes/phi3/dpo/nvidia_24g_train.yaml
diff --git a/configs/recipes/phi3/dpo/nvidia_80g_train.yaml b/configs/recipes/phi3/dpo/nvidia_80g_train.yaml
index 192720ec1..9ab56deaa 100644
--- a/configs/recipes/phi3/dpo/nvidia_80g_train.yaml
+++ b/configs/recipes/phi3/dpo/nvidia_80g_train.yaml
@@ -1,4 +1,4 @@
-# Training config.
+# Phi3 DPO train config for an Nvidia GPU with 80GB memory.
 #
 # Usage:
 #   oumi train -c configs/recipes/phi3/dpo/nvidia_80g_train.yaml
diff --git a/configs/recipes/phi3/dpo/train.yaml b/configs/recipes/phi3/dpo/train.yaml
index 526f7da4a..711a51dde 100644
--- a/configs/recipes/phi3/dpo/train.yaml
+++ b/configs/recipes/phi3/dpo/train.yaml
@@ -1,4 +1,4 @@
-# Training config.
+# Phi3 DPO train config.
 #
 # Usage:
 #   oumi train -c configs/recipes/phi3/dpo/train.yaml
diff --git a/configs/recipes/phi3/evaluation/eval.yaml b/configs/recipes/phi3/evaluation/eval.yaml
index e3e5880b9..eb62708a2 100644
--- a/configs/recipes/phi3/evaluation/eval.yaml
+++ b/configs/recipes/phi3/evaluation/eval.yaml
@@ -1,5 +1,8 @@
 # Eval config for Phi3.
 #
+# Requirements:
+#   - Log into WandB (`wandb login`) or disable `enable_wandb`
+#
 # Usage:
 #   oumi evaluate -c configs/recipes/phi3/evaluation/eval.yaml
 #
diff --git a/configs/recipes/phi3/evaluation/gcp_job.yaml b/configs/recipes/phi3/evaluation/gcp_job.yaml
index a9b7cfcca..aee892b0c 100644
--- a/configs/recipes/phi3/evaluation/gcp_job.yaml
+++ b/configs/recipes/phi3/evaluation/gcp_job.yaml
@@ -1,5 +1,8 @@
 # Job config to eval Phi3 Instruct on GCP.
 #
+# Requirements:
+#   - Log into WandB (`wandb login`) or disable `enable_wandb`
+#
 # Usage:
 #   oumi launch up -c configs/recipes/phi3/evaluation/gcp_job.yaml --cluster phi3-eval
 #
diff --git a/configs/recipes/phi3/sft/lora_train.yaml b/configs/recipes/phi3/sft/lora_train.yaml
index 3bfd90783..7506dc444 100644
--- a/configs/recipes/phi3/sft/lora_train.yaml
+++ b/configs/recipes/phi3/sft/lora_train.yaml
@@ -1,4 +1,4 @@
-# Training config.
+# Phi3 LoRA train config.
 #
 # Usage:
 #   oumi train -c configs/recipes/phi3/sft/lora_train.yaml
diff --git a/configs/recipes/phi3/sft/mac_lora_train.yaml b/configs/recipes/phi3/sft/mac_lora_train.yaml
index 4d789d5b3..db3a4066b 100644
--- a/configs/recipes/phi3/sft/mac_lora_train.yaml
+++ b/configs/recipes/phi3/sft/mac_lora_train.yaml
@@ -1,4 +1,4 @@
-# Training config.
+# Phi3 LoRA train config for Mac.
 #
 # Usage:
 #   oumi train -c configs/recipes/phi3/sft/mac_lora_train.yaml