diff --git a/browserpilot/agents/compilers/instruction_compiler.py b/browserpilot/agents/compilers/instruction_compiler.py
index a7c8dfb..bfa8d97 100644
--- a/browserpilot/agents/compilers/instruction_compiler.py
+++ b/browserpilot/agents/compilers/instruction_compiler.py
@@ -6,6 +6,7 @@
 import logging
 import traceback
 import os
+import re
 
 from typing import Dict, List, Union
 
@@ -16,8 +17,8 @@
 logger = logging.getLogger(__name__)
 
 # Instantiate OpenAI with OPENAI_API_KEY.
-client = OpenAI(api_key=os.environ.get("OPENAI_API_KEY"))
-
+client = OpenAI(api_key=os.environ.get("OPENAI_API_KEY").strip(), 
+                base_url=os.environ.get("OPENAI_API_BASE_URL", None))
 """Set up all the prompt variables."""
 
 # Designated tokens.
@@ -300,6 +301,21 @@ def get_completion(
                     stop=stop,
                 )
                 text = response.choices[0].message.content
+            elif'api.openai.com' not in str(client.base_url):
+                # LLama3 is more aggressive and stops at the first stop token. might want 
+                response = client.chat.completions.create(
+                    model=model,
+                    messages=[{"role": "user", "content": prompt}],
+                    max_tokens=max_tokens,
+                    top_p=1,
+                    frequency_penalty=0,
+                    presence_penalty=0,
+                    temperature=temperature
+                )
+                raw_text = response.choices[0].message.content
+                text = "\n".join(re.findall(r"```([^`]+)```", raw_text))
+
+
             else:
                 response = client.completions.create(
                     model=model,
@@ -335,6 +351,7 @@ def get_action_output(self, instructions):
         """Get the action output for the given instructions."""
         prompt = self.base_prompt.format(instructions=instructions)
         completion = self.get_completion(prompt).strip()
+
         action_output = completion.strip()
         lines = [line for line in action_output.split("\n") if not line.startswith("import ")]
         action_output = "\n".join(lines)