diff --git a/src/main/java/link/locutus/discord/gpt/imps/ProcessSummarizer.java b/src/main/java/link/locutus/discord/gpt/imps/ProcessSummarizer.java
new file mode 100644
index 00000000..3021de92
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+++ b/src/main/java/link/locutus/discord/gpt/imps/ProcessSummarizer.java
@@ -0,0 +1,66 @@
+package link.locutus.discord.gpt.imps;
+
+import com.knuddels.jtokkit.api.ModelType;
+import com.theokanning.openai.completion.CompletionChoice;
+import com.theokanning.openai.completion.CompletionRequest;
+import com.theokanning.openai.completion.CompletionResult;
+import link.locutus.discord.gpt.GPTUtil;
+import link.locutus.discord.gpt.ISummarizer;
+import link.locutus.discord.util.StringMan;
+
+import java.io.BufferedReader;
+import java.io.File;
+import java.io.IOException;
+import java.io.InputStreamReader;
+import java.util.ArrayList;
+import java.util.Base64;
+import java.util.List;
+
+public class ProcessSummarizer implements ISummarizer {
+    private final File file;
+    private final String prompt;
+    private final int promptTokens;
+    private final ModelType model;
+
+    public ProcessSummarizer(File file) {
+        this.file = file;
+        this.prompt = """
+                Write a concise summary which preserves syntax, equations, arguments and constraints of the following:
+                
+                {query}
+                
+                Concise summary:""";
+        this.model = ModelType.GPT_4;
+        this.promptTokens = GPTUtil.getTokens(prompt.replace("{query}", ""), model);
+    }
+    @Override
+    public String summarize(String text) {
+        int cap = 4096 - 4;
+        int remaining = cap - promptTokens;
+        List<String> summaries = new ArrayList<>();
+        for (String chunk : GPTUtil.getChunks(text, model, remaining)) {
+            String result = summarizeChunk(chunk);
+            summaries.add(result);
+        }
+        return String.join("\n", summaries);
+    }
+
+    public String summarizeChunk(String chunk) {
+        String full = prompt.replace("{query}", chunk);
+
+        String encodedString = Base64.getEncoder().encodeToString(full.getBytes());
+        List<String> lines = new ArrayList<>();
+        ProcessBuilder pb = new ProcessBuilder("python", file.getAbsolutePath(), encodedString).redirectErrorStream(true);
+        try {
+            Process p = pb.start();
+            BufferedReader reader = new BufferedReader(new InputStreamReader(p.getInputStream()));
+            String line;
+            while ((line = reader.readLine()) != null) {
+                lines.add(line);
+            }
+        } catch (IOException e) {
+            throw new RuntimeException(e);
+        }
+        return StringMan.join(lines, "\n");
+    }
+}