diff --git a/package.json b/package.json
index 4de741f..4ec6178 100644
--- a/package.json
+++ b/package.json
@@ -13,6 +13,7 @@
   "dependencies": {
     "@radix-ui/react-dropdown-menu": "^2.0.6",
     "@radix-ui/react-icons": "1.3.0",
+    "openai": "^4.52.7",
     "partykit": "0.0.27",
     "rbush": "^4.0.0",
     "react": "^18.2.0",
diff --git a/src/App.tsx b/src/App.tsx
index 5a3a3f0..e6fee55 100644
--- a/src/App.tsx
+++ b/src/App.tsx
@@ -7,9 +7,11 @@ import { SocialShapeTool } from "./SocialShapeTool";
 import { CustomToolbar, overrides } from "./ui";
 // import { getDocumentMeta, getUserId, getUsersInRoom, setDocumentMeta } from "./storeUtils";
 import { registerDefaultPropagators } from "./propagators/ScopedPropagators";
+import { PromptShape } from "./PromptShape";
+import { PromptShapeTool } from "./PromptTool";
 
-const shapeUtils = [SocialShapeUtil];
-const tools = [SocialShapeTool];
+const shapeUtils = [SocialShapeUtil, PromptShape];
+const tools = [SocialShapeTool, PromptShapeTool];
 
 
 const HOST_URL = import.meta.env.DEV
diff --git a/src/PromptShape.tsx b/src/PromptShape.tsx
new file mode 100644
index 0000000..e15b674
--- /dev/null
+++ b/src/PromptShape.tsx
@@ -0,0 +1,169 @@
+import {
+	BaseBoxShapeUtil,
+	HTMLContainer,
+	// TLArrowShape,
+	TLBaseShape,
+	TLGeoShape,
+	TLOnResizeHandler,
+	TLShape,
+} from "tldraw"
+import { getEdge } from "./propagators/tlgraph"
+import { llm } from "./llm"
+import { isShapeOfType } from "./propagators/utils"
+import { ISocialShape } from "./SocialShapeUtil"
+// import TextInput from "react-autocomplete-input"
+// import "react-autocomplete-input/dist/bundle.css"
+
+type IPrompt = TLBaseShape<
+	"prompt",
+	{
+		w: number
+		h: number
+		prompt: string
+		output: string
+		agentBinding: string | null
+	}
+>
+
+export class PromptShape extends BaseBoxShapeUtil<IPrompt> {
+	static override type = "prompt" as const
+
+	FIXED_HEIGHT = 50 as const
+	MIN_WIDTH = 150 as const
+	PADDING = 4 as const
+
+	getDefaultProps(): IPrompt["props"] {
+		return {
+			w: 300,
+			h: 50,
+			prompt: "",
+			output: "",
+			agentBinding: null,
+		}
+	}
+
+	override onResize: TLOnResizeHandler<IPrompt> = (
+		shape,
+		{ scaleX, initialShape },
+	) => {
+		const { x, y } = shape
+		const w = initialShape.props.w * scaleX
+		return {
+			x,
+			y,
+			props: {
+				...shape.props,
+				w: Math.max(Math.abs(w), this.MIN_WIDTH),
+				h: this.FIXED_HEIGHT,
+			},
+		}
+	}
+
+	component(shape: IPrompt) {
+		const arrowBindings = this.editor.getBindingsInvolvingShape(
+			shape.id,
+			"arrow",
+		)
+		const arrows = arrowBindings
+			.map((binding) => this.editor.getShape(binding.fromId))
+
+		const inputMap = arrows.reduce((acc, arrow) => {
+			const edge = getEdge(arrow, this.editor);
+			if (edge) {
+				const sourceShape = this.editor.getShape(edge.from);
+				if (sourceShape && edge.text) {
+					acc[edge.text] = sourceShape;
+				}
+			}
+			return acc;
+		}, {} as Record<string, TLShape>);
+
+		const generateText = async (prompt: string) => {
+			await llm('', prompt, (partial: string, done: boolean) => {
+				console.log("DONE??", done)
+				this.editor.updateShape<IPrompt>({
+					id: shape.id,
+					type: "prompt",
+					props: { output: partial, agentBinding: done ? null : 'someone' },
+				})
+			})
+		}
+
+		const handlePrompt = () => {
+			let processedPrompt = shape.props.prompt;
+			for (const [key, sourceShape] of Object.entries(inputMap)) {
+				const pattern = `{${key}}`;
+				if (processedPrompt.includes(pattern)) {
+					if (isShapeOfType<TLGeoShape>(sourceShape, 'geo')) {
+						processedPrompt = processedPrompt.replace(pattern, sourceShape.props.text);
+					} else if (isShapeOfType<ISocialShape>(sourceShape, 'social')) {
+						processedPrompt = processedPrompt.replace(pattern, sourceShape.props.value.toString());
+					}
+				}
+			}
+			console.log(processedPrompt);
+			generateText(processedPrompt)
+		};
+
+		return (
+			<HTMLContainer
+				style={{
+					borderRadius: 6,
+					border: "1px solid lightgrey",
+					padding: this.PADDING,
+					height: this.FIXED_HEIGHT,
+					width: shape.props.w,
+					pointerEvents: "all",
+					backgroundColor: "#efefef",
+					overflow: "visible",
+					display: "flex",
+					justifyContent: "center",
+					alignItems: "center",
+					outline: shape.props.agentBinding ? "2px solid orange" : "none",
+				}}
+			>
+				<input
+					style={{
+						width: "100%",
+						height: "100%",
+						overflow: "visible",
+						backgroundColor: "rgba(0, 0, 0, 0.05)",
+						border: "1px solid rgba(0, 0, 0, 0.05)",
+						borderRadius: 6 - this.PADDING,
+						fontSize: 16,
+					}}
+					type="text"
+					placeholder="Enter prompt..."
+					value={shape.props.prompt}
+					onChange={(text) => {
+						this.editor.updateShape<IPrompt>({
+							id: shape.id,
+							type: "prompt",
+							props: { prompt: text.target.value },
+						})
+					}}
+				/>
+				<button
+					style={{
+						width: 100,
+						height: "100%",
+						marginLeft: 5,
+						pointerEvents: "all",
+					}}
+					onPointerDown={(e) => {
+						e.stopPropagation()
+					}}
+					type="button"
+					onClick={handlePrompt}
+				>
+					Prompt
+				</button>
+			</HTMLContainer>
+		)
+	}
+
+	// [5]
+	indicator(shape: IPrompt) {
+		return <rect width={shape.props.w} height={shape.props.h} rx={5} />
+	}
+}
diff --git a/src/PromptTool.ts b/src/PromptTool.ts
new file mode 100644
index 0000000..73e5ee8
--- /dev/null
+++ b/src/PromptTool.ts
@@ -0,0 +1,9 @@
+import { BaseBoxShapeTool } from 'tldraw'
+
+export class PromptShapeTool extends BaseBoxShapeTool {
+  static override id = 'prompt'
+  static override initial = 'idle'
+  override shapeType = 'prompt'
+
+}
+
diff --git a/src/llm.ts b/src/llm.ts
new file mode 100644
index 0000000..697d015
--- /dev/null
+++ b/src/llm.ts
@@ -0,0 +1,31 @@
+import OpenAI from "openai";
+
+const openai = new OpenAI({
+	apiKey: "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",
+	// apiKey: import.meta.env.VITE_OPENAI_API_KEY,
+	dangerouslyAllowBrowser: true,
+});
+
+export async function llm(
+	systemPrompt: string,
+	userPrompt: string,
+	onToken: (partialResponse: string, done: boolean) => void,
+) {
+	console.log("System Prompt:", systemPrompt);
+	console.log("User Prompt:", userPrompt);
+	let partial = "";
+	const stream = await openai.chat.completions.create({
+		model: "gpt-4o",
+		messages: [
+			{ role: "system", content: 'You are a helpful assistant.' },
+			{ role: "user", content: userPrompt },
+		],
+		stream: true,
+	});
+	for await (const chunk of stream) {
+		partial += chunk.choices[0]?.delta?.content || "";
+		onToken(partial, false);
+	}
+	console.log("Generated:", partial);
+	onToken(partial, true);
+}
diff --git a/src/ui.tsx b/src/ui.tsx
index 599eee9..ff25e34 100644
--- a/src/ui.tsx
+++ b/src/ui.tsx
@@ -22,6 +22,16 @@ export const overrides: TLUiOverrides = {
 					editor.setCurrentTool("social")
 				},
 			},
+			prompt: {
+				id: "prompt",
+				name: "Prompt",
+				icon: "code",
+				kbd: "p",
+				label: "Prompt",
+				onSelect: () => {
+					editor.setCurrentTool("prompt")
+				},
+			},
 		}
 	},
 }
diff --git a/yarn.lock b/yarn.lock
index ed73e2d..f11dac2 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -1922,6 +1922,34 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@types/node-fetch@npm:^2.6.4":
+  version: 2.6.11
+  resolution: "@types/node-fetch@npm:2.6.11"
+  dependencies:
+    "@types/node": "npm:*"
+    form-data: "npm:^4.0.0"
+  checksum: 5283d4e0bcc37a5b6d8e629aee880a4ffcfb33e089f4b903b2981b19c623972d1e64af7c3f9540ab990f0f5c89b9b5dda19c5bcb37a8e177079e93683bfd2f49
+  languageName: node
+  linkType: hard
+
+"@types/node@npm:*":
+  version: 20.14.11
+  resolution: "@types/node@npm:20.14.11"
+  dependencies:
+    undici-types: "npm:~5.26.4"
+  checksum: 5306becc0ff41d81b1e31524bd376e958d0741d1ce892dffd586b9ae0cb6553c62b0d62abd16da8bea6b9a2c17572d360450535d7c073794b0cef9cb4e39691e
+  languageName: node
+  linkType: hard
+
+"@types/node@npm:^18.11.18":
+  version: 18.19.41
+  resolution: "@types/node@npm:18.19.41"
+  dependencies:
+    undici-types: "npm:~5.26.4"
+  checksum: fc078939cdec05ca60c557bff55d8d96c8e5695e925ee144d8c67efcd9717ed1ec1e18a476257f2dcc8382d1158dae22b24a423ef3cb833ff9f441a80e80c0e6
+  languageName: node
+  linkType: hard
+
 "@types/prop-types@npm:*":
   version: 15.7.5
   resolution: "@types/prop-types@npm:15.7.5"
@@ -2002,6 +2030,15 @@ __metadata:
   languageName: node
   linkType: hard
 
+"abort-controller@npm:^3.0.0":
+  version: 3.0.0
+  resolution: "abort-controller@npm:3.0.0"
+  dependencies:
+    event-target-shim: "npm:^5.0.0"
+  checksum: 90ccc50f010250152509a344eb2e71977fbf8db0ab8f1061197e3275ddf6c61a41a6edfd7b9409c664513131dd96e962065415325ef23efa5db931b382d24ca5
+  languageName: node
+  linkType: hard
+
 "abstract-leveldown@npm:^6.2.1":
   version: 6.3.0
   resolution: "abstract-leveldown@npm:6.3.0"
@@ -2053,6 +2090,15 @@ __metadata:
   languageName: node
   linkType: hard
 
+"agentkeepalive@npm:^4.2.1":
+  version: 4.5.0
+  resolution: "agentkeepalive@npm:4.5.0"
+  dependencies:
+    humanize-ms: "npm:^1.2.1"
+  checksum: 394ea19f9710f230722996e156607f48fdf3a345133b0b1823244b7989426c16019a428b56c82d3eabef616e938812981d9009f4792ecc66bd6a59e991c62612
+  languageName: node
+  linkType: hard
+
 "aggregate-error@npm:^3.0.0":
   version: 3.1.0
   resolution: "aggregate-error@npm:3.1.0"
@@ -2134,6 +2180,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"asynckit@npm:^0.4.0":
+  version: 0.4.0
+  resolution: "asynckit@npm:0.4.0"
+  checksum: d73e2ddf20c4eb9337e1b3df1a0f6159481050a5de457c55b14ea2e5cb6d90bb69e004c9af54737a5ee0917fcf2c9e25de67777bbe58261847846066ba75bc9d
+  languageName: node
+  linkType: hard
+
 "balanced-match@npm:^1.0.0":
   version: 1.0.2
   resolution: "balanced-match@npm:1.0.2"
@@ -2328,6 +2381,15 @@ __metadata:
   languageName: node
   linkType: hard
 
+"combined-stream@npm:^1.0.8":
+  version: 1.0.8
+  resolution: "combined-stream@npm:1.0.8"
+  dependencies:
+    delayed-stream: "npm:~1.0.0"
+  checksum: 0dbb829577e1b1e839fa82b40c07ffaf7de8a09b935cadd355a73652ae70a88b4320db322f6634a4ad93424292fa80973ac6480986247f1734a1137debf271d5
+  languageName: node
+  linkType: hard
+
 "concurrently@npm:^8.2.0":
   version: 8.2.0
   resolution: "concurrently@npm:8.2.0"
@@ -2425,6 +2487,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"delayed-stream@npm:~1.0.0":
+  version: 1.0.0
+  resolution: "delayed-stream@npm:1.0.0"
+  checksum: d758899da03392e6712f042bec80aa293bbe9e9ff1b2634baae6a360113e708b91326594c8a486d475c69d6259afb7efacdc3537bfcda1c6c648e390ce601b19
+  languageName: node
+  linkType: hard
+
 "detect-node-es@npm:^1.1.0":
   version: 1.1.0
   resolution: "detect-node-es@npm:1.1.0"
@@ -2674,6 +2743,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"event-target-shim@npm:^5.0.0":
+  version: 5.0.1
+  resolution: "event-target-shim@npm:5.0.1"
+  checksum: 0255d9f936215fd206156fd4caa9e8d35e62075d720dc7d847e89b417e5e62cf1ce6c9b4e0a1633a9256de0efefaf9f8d26924b1f3c8620cffb9db78e7d3076b
+  languageName: node
+  linkType: hard
+
 "eventemitter3@npm:^4.0.7":
   version: 4.0.7
   resolution: "eventemitter3@npm:4.0.7"
@@ -2722,6 +2798,34 @@ __metadata:
   languageName: node
   linkType: hard
 
+"form-data-encoder@npm:1.7.2":
+  version: 1.7.2
+  resolution: "form-data-encoder@npm:1.7.2"
+  checksum: 56553768037b6d55d9de524f97fe70555f0e415e781cb56fc457a68263de3d40fadea2304d4beef2d40b1a851269bd7854e42c362107071892cb5238debe9464
+  languageName: node
+  linkType: hard
+
+"form-data@npm:^4.0.0":
+  version: 4.0.0
+  resolution: "form-data@npm:4.0.0"
+  dependencies:
+    asynckit: "npm:^0.4.0"
+    combined-stream: "npm:^1.0.8"
+    mime-types: "npm:^2.1.12"
+  checksum: cb6f3ac49180be03ff07ba3ff125f9eba2ff0b277fb33c7fc47569fc5e616882c5b1c69b9904c4c4187e97dd0419dd03b134174756f296dec62041e6527e2c6e
+  languageName: node
+  linkType: hard
+
+"formdata-node@npm:^4.3.2":
+  version: 4.4.1
+  resolution: "formdata-node@npm:4.4.1"
+  dependencies:
+    node-domexception: "npm:1.0.0"
+    web-streams-polyfill: "npm:4.0.0-beta.3"
+  checksum: 74151e7b228ffb33b565cec69182694ad07cc3fdd9126a8240468bb70a8ba66e97e097072b60bcb08729b24c7ce3fd3e0bd7f1f80df6f9f662b9656786e76f6a
+  languageName: node
+  linkType: hard
+
 "fs-minipass@npm:^2.0.0":
   version: 2.1.0
   resolution: "fs-minipass@npm:2.1.0"
@@ -2828,6 +2932,7 @@ __metadata:
     "@types/react-dom": "npm:^18.2.7"
     "@vitejs/plugin-react": "npm:^4.0.3"
     concurrently: "npm:^8.2.0"
+    openai: "npm:^4.52.7"
     partykit: "npm:0.0.27"
     rbush: "npm:^4.0.0"
     react: "npm:^18.2.0"
@@ -2935,6 +3040,15 @@ __metadata:
   languageName: node
   linkType: hard
 
+"humanize-ms@npm:^1.2.1":
+  version: 1.2.1
+  resolution: "humanize-ms@npm:1.2.1"
+  dependencies:
+    ms: "npm:^2.0.0"
+  checksum: f34a2c20161d02303c2807badec2f3b49cbfbbb409abd4f95a07377ae01cfe6b59e3d15ac609cffcd8f2521f0eb37b7e1091acf65da99aa2a4f1ad63c21e7e7a
+  languageName: node
+  linkType: hard
+
 "iconv-lite@npm:^0.6.2":
   version: 0.6.3
   resolution: "iconv-lite@npm:0.6.3"
@@ -3360,6 +3474,22 @@ __metadata:
   languageName: node
   linkType: hard
 
+"mime-db@npm:1.52.0":
+  version: 1.52.0
+  resolution: "mime-db@npm:1.52.0"
+  checksum: 0557a01deebf45ac5f5777fe7740b2a5c309c6d62d40ceab4e23da9f821899ce7a900b7ac8157d4548ddbb7beffe9abc621250e6d182b0397ec7f10c7b91a5aa
+  languageName: node
+  linkType: hard
+
+"mime-types@npm:^2.1.12":
+  version: 2.1.35
+  resolution: "mime-types@npm:2.1.35"
+  dependencies:
+    mime-db: "npm:1.52.0"
+  checksum: 82fb07ec56d8ff1fc999a84f2f217aa46cb6ed1033fefaabd5785b9a974ed225c90dc72fff460259e66b95b73648596dbcc50d51ed69cdf464af2d237d3149b2
+  languageName: node
+  linkType: hard
+
 "mimic-fn@npm:^2.1.0":
   version: 2.1.0
   resolution: "mimic-fn@npm:2.1.0"
@@ -3496,6 +3626,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"ms@npm:^2.0.0":
+  version: 2.1.3
+  resolution: "ms@npm:2.1.3"
+  checksum: d924b57e7312b3b63ad21fc5b3dc0af5e78d61a1fc7cfb5457edaf26326bf62be5307cc87ffb6862ef1c2b33b0233cdb5d4f01c4c958cc0d660948b65a287a48
+  languageName: node
+  linkType: hard
+
 "mustache@npm:^4.2.0":
   version: 4.2.0
   resolution: "mustache@npm:4.2.0"
@@ -3537,6 +3674,27 @@ __metadata:
   languageName: node
   linkType: hard
 
+"node-domexception@npm:1.0.0":
+  version: 1.0.0
+  resolution: "node-domexception@npm:1.0.0"
+  checksum: 5e5d63cda29856402df9472335af4bb13875e1927ad3be861dc5ebde38917aecbf9ae337923777af52a48c426b70148815e890a5d72760f1b4d758cc671b1a2b
+  languageName: node
+  linkType: hard
+
+"node-fetch@npm:^2.6.7":
+  version: 2.7.0
+  resolution: "node-fetch@npm:2.7.0"
+  dependencies:
+    whatwg-url: "npm:^5.0.0"
+  peerDependencies:
+    encoding: ^0.1.0
+  peerDependenciesMeta:
+    encoding:
+      optional: true
+  checksum: b55786b6028208e6fbe594ccccc213cab67a72899c9234eb59dba51062a299ea853210fcf526998eaa2867b0963ad72338824450905679ff0fa304b8c5093ae8
+  languageName: node
+  linkType: hard
+
 "node-gyp-build@npm:~4.1.0":
   version: 4.1.1
   resolution: "node-gyp-build@npm:4.1.1"
@@ -3604,6 +3762,24 @@ __metadata:
   languageName: node
   linkType: hard
 
+"openai@npm:^4.52.7":
+  version: 4.52.7
+  resolution: "openai@npm:4.52.7"
+  dependencies:
+    "@types/node": "npm:^18.11.18"
+    "@types/node-fetch": "npm:^2.6.4"
+    abort-controller: "npm:^3.0.0"
+    agentkeepalive: "npm:^4.2.1"
+    form-data-encoder: "npm:1.7.2"
+    formdata-node: "npm:^4.3.2"
+    node-fetch: "npm:^2.6.7"
+    web-streams-polyfill: "npm:^3.2.1"
+  bin:
+    openai: bin/cli
+  checksum: 9689b08ee26bad4834d5b8fb57d05a5a956450b699f0b78d56fc3c89304ef6ac621c3458fa269fb059c33e871faaaecd1f4899287dfbc1ac1039228b247260cd
+  languageName: node
+  linkType: hard
+
 "p-map@npm:^4.0.0":
   version: 4.0.0
   resolution: "p-map@npm:4.0.0"
@@ -4144,6 +4320,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"tr46@npm:~0.0.3":
+  version: 0.0.3
+  resolution: "tr46@npm:0.0.3"
+  checksum: 047cb209a6b60c742f05c9d3ace8fa510bff609995c129a37ace03476a9b12db4dbf975e74600830ef0796e18882b2381fb5fb1f6b4f96b832c374de3ab91a11
+  languageName: node
+  linkType: hard
+
 "tree-kill@npm:^1.2.2":
   version: 1.2.2
   resolution: "tree-kill@npm:1.2.2"
@@ -4187,6 +4370,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"undici-types@npm:~5.26.4":
+  version: 5.26.5
+  resolution: "undici-types@npm:5.26.5"
+  checksum: bb673d7876c2d411b6eb6c560e0c571eef4a01c1c19925175d16e3a30c4c428181fb8d7ae802a261f283e4166a0ac435e2f505743aa9e45d893f9a3df017b501
+  languageName: node
+  linkType: hard
+
 "undici@npm:^5.22.1":
   version: 5.28.3
   resolution: "undici@npm:5.28.3"
@@ -4337,6 +4527,37 @@ __metadata:
   languageName: node
   linkType: hard
 
+"web-streams-polyfill@npm:4.0.0-beta.3":
+  version: 4.0.0-beta.3
+  resolution: "web-streams-polyfill@npm:4.0.0-beta.3"
+  checksum: a9596779db2766990117ed3a158e0b0e9f69b887a6d6ba0779940259e95f99dc3922e534acc3e5a117b5f5905300f527d6fbf8a9f0957faf1d8e585ce3452e8e
+  languageName: node
+  linkType: hard
+
+"web-streams-polyfill@npm:^3.2.1":
+  version: 3.3.3
+  resolution: "web-streams-polyfill@npm:3.3.3"
+  checksum: 64e855c47f6c8330b5436147db1c75cb7e7474d924166800e8e2aab5eb6c76aac4981a84261dd2982b3e754490900b99791c80ae1407a9fa0dcff74f82ea3a7f
+  languageName: node
+  linkType: hard
+
+"webidl-conversions@npm:^3.0.0":
+  version: 3.0.1
+  resolution: "webidl-conversions@npm:3.0.1"
+  checksum: 5612d5f3e54760a797052eb4927f0ddc01383550f542ccd33d5238cfd65aeed392a45ad38364970d0a0f4fea32e1f4d231b3d8dac4a3bdd385e5cf802ae097db
+  languageName: node
+  linkType: hard
+
+"whatwg-url@npm:^5.0.0":
+  version: 5.0.0
+  resolution: "whatwg-url@npm:5.0.0"
+  dependencies:
+    tr46: "npm:~0.0.3"
+    webidl-conversions: "npm:^3.0.0"
+  checksum: 1588bed84d10b72d5eec1d0faa0722ba1962f1821e7539c535558fb5398d223b0c50d8acab950b8c488b4ba69043fd833cc2697056b167d8ad46fac3995a55d5
+  languageName: node
+  linkType: hard
+
 "which@npm:^2.0.1":
   version: 2.0.2
   resolution: "which@npm:2.0.2"