diff --git a/Makefile b/Makefile
index 784daed..bdeb0f7 100644
--- a/Makefile
+++ b/Makefile
@@ -5,3 +5,7 @@ run:
 .PHONY: backend
 backend:
 	python supervised/backend.py
+
+.PHONY: summarize
+summarize:
+	python supervised/summarize.py
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index dea5b0d..624b739 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1771,6 +1771,21 @@ files = [
     {file = "numpy-2.2.2.tar.gz", hash = "sha256:ed6906f61834d687738d25988ae117683705636936cc605be0bb208b23df4d8f"},
 ]
 
+[[package]]
+name = "ollama"
+version = "0.4.7"
+description = "The official Python client for Ollama."
+optional = false
+python-versions = "<4.0,>=3.8"
+files = [
+    {file = "ollama-0.4.7-py3-none-any.whl", hash = "sha256:85505663cca67a83707be5fb3aeff0ea72e67846cea5985529d8eca4366564a1"},
+    {file = "ollama-0.4.7.tar.gz", hash = "sha256:891dcbe54f55397d82d289c459de0ea897e103b86a3f1fad0fdb1895922a75ff"},
+]
+
+[package.dependencies]
+httpx = ">=0.27,<0.29"
+pydantic = ">=2.9.0,<3.0.0"
+
 [[package]]
 name = "outcome"
 version = "1.3.0.post0"
@@ -3780,4 +3795,4 @@ propcache = ">=0.2.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "4d122ffb03fa3cae4e80994683486a0e1211592259480a30dd3a884ed628acfb"
+content-hash = "758de2d61f7e28a4d488aa5576f12daa43a4f831663076ad364b45b7c62e4644"
diff --git a/pyproject.toml b/pyproject.toml
index fe6fff6..b415d01 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,6 +13,7 @@ scholarly = "^1.7.11"
 supabase = "^2.12.0"
 streamlit-supabase = "^0.5"
 streamlit-extras = "^0.5.0"
+ollama = "^0.4.7"
 
 
 [build-system]
diff --git a/supervised/prof1.jpg b/supervised/prof1.jpg
deleted file mode 100644
index fa27e39..0000000
Binary files a/supervised/prof1.jpg and /dev/null differ
diff --git a/supervised/prof2.jpg b/supervised/prof2.jpg
deleted file mode 100644
index fa27e39..0000000
Binary files a/supervised/prof2.jpg and /dev/null differ
diff --git a/supervised/summarize.py b/supervised/summarize.py
new file mode 100644
index 0000000..5a78332
--- /dev/null
+++ b/supervised/summarize.py
@@ -0,0 +1,57 @@
+import asyncio
+from concurrent.futures import ThreadPoolExecutor
+from typing import List, Dict
+import ollama
+from supervised.cache import papers
+
+class OllamaSummarizer:
+    def __init__(self, model_name: str = "dolphin-mistral:latest"):
+        self.model_name = model_name
+
+    async def generate_summary(self, text: str) -> str:
+        prompt_template = (
+            "Please provide a one sentence summary of the following academic paper abstract. "
+            "15 words or less in an ELI5 manner.\n\n{text}\n\nSummary:"
+        )
+        prompt = prompt_template.format(text=text)
+
+        try:
+            with ThreadPoolExecutor() as executor:
+                response = await asyncio.get_event_loop().run_in_executor(
+                    executor,
+                    lambda: ollama.chat(
+                        model=self.model_name,
+                        messages=[{"role": "user", "content": prompt}],
+                    ),
+                )
+            return response["message"]["content"]
+        except Exception as e:
+            print(f"Error generating summary: {str(e)}")
+            return ""
+
+    async def batch_summarize(self, texts: List[str]) -> List[str]:
+        tasks = [self.generate_summary(text) for text in texts]
+        return await asyncio.gather(*tasks)
+
+    async def summarize_papers(self, papers: List[Dict]) -> List[Dict]:
+        summaries = await self.batch_summarize([paper["abstract"] for paper in papers])
+        
+        summarized_papers = []
+        for paper, summary in zip(papers, summaries):
+            paper_copy = paper.copy()
+            paper_copy["summary"] = summary
+            summarized_papers.append(paper_copy)
+        
+        return summarized_papers
+
+async def main():
+    summarizer = OllamaSummarizer(model_name="llama2:latest")
+    recent_papers = papers["recent_papers"]
+    summarized_papers = await summarizer.summarize_papers(recent_papers)
+    
+    for paper in summarized_papers:
+        print(f"Title: {paper['title']}")
+        print(f"Summary: {paper['summary']}\n")
+
+if __name__ == "__main__":
+    asyncio.run(main())
\ No newline at end of file