diff --git a/src/extension.ts b/src/extension.ts
index 31e681e..3f3133f 100644
--- a/src/extension.ts
+++ b/src/extension.ts
@@ -2,7 +2,7 @@
 // Import the module and reference it with the alias vscode in your code below
 import * as vscode from 'vscode';
 import { Ollama } from 'ollama/browser';
-import { flattenTrie, trieInsert, trieLookup, TrieNode } from './trie';
+import { flattenTrie, trieInsert, trieLookup, TrieNode, triePrune } from './trie';
 
 const MODEL = 'deepseek-coder:6.7b';
 
@@ -14,6 +14,7 @@ const SUFFIX_END = '</suffixStart>';
 
 const MAX_TOKENS = 50;
 const GENERATION_TIMEOUT = 200;
+const TRIE_PRUNE_TIMEOUT = 10000;
 
 const HOST = undefined;
 
@@ -70,9 +71,8 @@ const getSuffix = (document: vscode.TextDocument, position: vscode.Position) =>
 };
 
 let trieRoot: TrieNode = {
-	isLeaf: false,
+	isLeaf: true,
 	value: '',
-	children: {},
 };
 
 const trieRootInsert = (text: string) => {
@@ -83,6 +83,10 @@ const trieRootLookup = (text: string) => {
 	return trieLookup(trieRoot, text);
 };
 
+const trieRootPrune = (text: string) => {
+	return triePrune(trieRoot, text);
+};
+
 const tokenProvider = async (
 	document: vscode.TextDocument,
 	position: vscode.Position,
@@ -102,6 +106,10 @@ const tokenProvider = async (
 		return flattenTrie(result);
 	}
 
+	if (token.isCancellationRequested) {
+		return [];
+	}
+
 	const response = await ollama.generate({
 		model: MODEL,
 		prompt,
@@ -114,8 +122,15 @@ const tokenProvider = async (
 		},
 	});
 
+	const pruneTimeout = setTimeout(() => {
+		trieRootPrune(prompt);
+	}, TRIE_PRUNE_TIMEOUT);
+
 	token.onCancellationRequested(() => {
-		response.abort();
+		clearTimeout(pruneTimeout);
+		try {
+			response.abort();
+		} catch {}
 	});
 
 	const resultBuffer: string[] = await new Promise(async (resolve, reject) => {
diff --git a/src/trie.ts b/src/trie.ts
index 678df44..3ed2ed9 100644
--- a/src/trie.ts
+++ b/src/trie.ts
@@ -96,6 +96,12 @@ export const trieInsert = (node: TrieNode, text: string): TrieNode => {
 	return node;
 };
 
+/**
+ * Gets a new trie that is the node trie after the text
+ * @param node 
+ * @param text 
+ * @returns 
+ */
 export const trieLookup = (node: TrieNode, text: string): TrieNode | null => {
 	for (let index = 0; index < node.value.length; index++) {
 		// If our node still has text left but we have no more search query return a node starting at where we ran out of characters
@@ -133,7 +139,6 @@ export const trieLookup = (node: TrieNode, text: string): TrieNode | null => {
 	return child === undefined ? null : trieLookup(child, childText);
 };
 
-
 export const flattenTrie = (node: TrieNode): string[] => {
 	if (node.isLeaf) {
 		return [
@@ -145,3 +150,26 @@ export const flattenTrie = (node: TrieNode): string[] => {
 		return flattenTrie(child).map((value) => node.value + key + value);
 	});
 };
+
+export const triePrune = (node: TrieNode, text: string): TrieNode => {
+	const value = trieLookup(node, text);
+	if (value === null) {
+		return {
+			isLeaf: true,
+			value: text,
+		};
+	}
+
+	if (value.isLeaf) {
+		return {
+			isLeaf: true,
+			value: text + value.value,
+		};
+	}
+
+	return {
+		isLeaf: false,
+		value: text + value.value,
+		children: value.children,
+	};
+};