diff --git a/environments/eval_environments/verifiers_eval.py b/environments/eval_environments/verifiers_eval.py
index 61e17656..6d7c3755 100644
--- a/environments/eval_environments/verifiers_eval.py
+++ b/environments/eval_environments/verifiers_eval.py
@@ -11,7 +11,7 @@ To install a Verifiers/Prime environment:
 Docs: https://docs.primeintellect.ai/tutorials-environments/install
 
 Usage:
-    python verifiers_evaluation.py evaluate \
+    python verifiers_eval.py evaluate \
         --env.vf_env_name primeintellect/gsm8k \
         --openai.model_name gpt-4.1-nano \
         --openai.api_key $OPENAI_API_KEY
@@ -235,12 +235,12 @@ class VerifiersEvaluationEnv(BaseEnv):
 
     async def evaluate(self, *args, **kwargs) -> Dict:
         """Run the full evaluation."""
-        print(f"\n{'='*60}")
+        print(f"\n{'=' * 60}")
         print(f"Starting Verifiers Evaluation: {self.config.vf_env_name}")
-        print(f"{'='*60}")
+        print(f"{'=' * 60}")
         print(f"  Total questions: {len(self.eval_items)}")
         print(f"  Temperature: {self.config.temperature}")
-        print(f"{'='*60}\n")
+        print(f"{'=' * 60}\n")
 
         start_time = time.time()
 
@@ -286,9 +286,9 @@ class VerifiersEvaluationEnv(BaseEnv):
         }
 
         # Print results
-        print(f"\n{'='*60}")
+        print(f"\n{'=' * 60}")
         print("Verifiers Evaluation Results")
-        print(f"{'='*60}")
+        print(f"{'=' * 60}")
         print(f"  Average Score: {avg_score:.4f}")
         print(f"  Accuracy: {accuracy:.2%} ({correct}/{total})")
         print(f"  Time: {end_time - start_time:.1f}s")
@@ -297,7 +297,7 @@ class VerifiersEvaluationEnv(BaseEnv):
             print(
                 f"    {name}: avg={data['avg']:.4f}, correct={data['correct']}/{total}"
             )
-        print(f"{'='*60}\n")
+        print(f"{'=' * 60}\n")
 
         # Log to evaluate_log
         samples = [
diff --git a/environments/verifiers_server.py b/environments/verifiers_server.py
index 873cf266..e7216919 100644
--- a/environments/verifiers_server.py
+++ b/environments/verifiers_server.py
@@ -1,15 +1,15 @@
-# Verifiers Training Environment for Atropos
-#
-# NOTE: This environment requires a LOCAL inference server (vLLM, SGLang, TRL)
-# for ALL modes (serve, process, evaluate) because it uses ManagedServer for
-# token/logprob tracking. For evaluation with OpenAI API, use:
-#   environments/eval_environments/verifiers_eval.py
-#
-# To install a Verifiers/Prime environment:
-# 1. uv tool install prime
-# 2. prime login
-# 3. prime env install will/wordle (or any owner/environment)
-# Docs: https://docs.primeintellect.ai/tutorials-environments/install
+"""
+Verifiers Training Environment for Atropos
+NOTE: This environment requires a LOCAL inference server (vLLM, SGLang, TRL)
+for ALL modes (serve, process, evaluate) because it uses ManagedServer for
+token/logprob tracking. For evaluation with OpenAI API, use: `environments/eval_environments/verifiers_eval.py`
+
+To install a Verifiers/Prime environment:
+1. uv tool install prime
+2. prime login
+3. prime env install will/wordle (or any owner/environment)
+Docs: https://docs.primeintellect.ai/tutorials-environments/install
+"""
 
 import time
 from typing import Any, Dict, List, Optional, Tuple