diff --git a/2024-07-10-functioncalling-with-tools/.gitignore b/2024-07-10-functioncalling-with-tools/.gitignore
new file mode 100644
index 0000000..9b1ee42
--- /dev/null
+++ b/2024-07-10-functioncalling-with-tools/.gitignore
@@ -0,0 +1,175 @@
+# Based on https://raw.githubusercontent.com/github/gitignore/main/Node.gitignore
+
+# Logs
+
+logs
+_.log
+npm-debug.log_
+yarn-debug.log*
+yarn-error.log*
+lerna-debug.log*
+.pnpm-debug.log*
+
+# Caches
+
+.cache
+
+# Diagnostic reports (https://nodejs.org/api/report.html)
+
+report.[0-9]_.[0-9]_.[0-9]_.[0-9]_.json
+
+# Runtime data
+
+pids
+_.pid
+_.seed
+*.pid.lock
+
+# Directory for instrumented libs generated by jscoverage/JSCover
+
+lib-cov
+
+# Coverage directory used by tools like istanbul
+
+coverage
+*.lcov
+
+# nyc test coverage
+
+.nyc_output
+
+# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files)
+
+.grunt
+
+# Bower dependency directory (https://bower.io/)
+
+bower_components
+
+# node-waf configuration
+
+.lock-wscript
+
+# Compiled binary addons (https://nodejs.org/api/addons.html)
+
+build/Release
+
+# Dependency directories
+
+node_modules/
+jspm_packages/
+
+# Snowpack dependency directory (https://snowpack.dev/)
+
+web_modules/
+
+# TypeScript cache
+
+*.tsbuildinfo
+
+# Optional npm cache directory
+
+.npm
+
+# Optional eslint cache
+
+.eslintcache
+
+# Optional stylelint cache
+
+.stylelintcache
+
+# Microbundle cache
+
+.rpt2_cache/
+.rts2_cache_cjs/
+.rts2_cache_es/
+.rts2_cache_umd/
+
+# Optional REPL history
+
+.node_repl_history
+
+# Output of 'npm pack'
+
+*.tgz
+
+# Yarn Integrity file
+
+.yarn-integrity
+
+# dotenv environment variable files
+
+.env
+.env.development.local
+.env.test.local
+.env.production.local
+.env.local
+
+# parcel-bundler cache (https://parceljs.org/)
+
+.parcel-cache
+
+# Next.js build output
+
+.next
+out
+
+# Nuxt.js build / generate output
+
+.nuxt
+dist
+
+# Gatsby files
+
+# Comment in the public line in if your project uses Gatsby and not Next.js
+
+# https://nextjs.org/blog/next-9-1#public-directory-support
+
+# public
+
+# vuepress build output
+
+.vuepress/dist
+
+# vuepress v2.x temp and cache directory
+
+.temp
+
+# Docusaurus cache and generated files
+
+.docusaurus
+
+# Serverless directories
+
+.serverless/
+
+# FuseBox cache
+
+.fusebox/
+
+# DynamoDB Local files
+
+.dynamodb/
+
+# TernJS port file
+
+.tern-port
+
+# Stores VSCode versions used for testing VSCode extensions
+
+.vscode-test
+
+# yarn v2
+
+.yarn/cache
+.yarn/unplugged
+.yarn/build-state.yml
+.yarn/install-state.gz
+.pnp.*
+
+# IntelliJ based IDEs
+.idea
+
+# Finder (MacOS) folder config
+.DS_Store
diff --git a/2024-07-10-functioncalling-with-tools/README.md b/2024-07-10-functioncalling-with-tools/README.md
new file mode 100644
index 0000000..d5988b2
--- /dev/null
+++ b/2024-07-10-functioncalling-with-tools/README.md
@@ -0,0 +1,17 @@
+# functioncalling with Tools
+
+This is an example of how function calling works. And we specifically look at using multiple tools from Ollama. 
+
+
+To install dependencies:
+
+```bash
+bun install
+```
+
+To run:
+
+```bash
+bun run index.ts
+```
+
diff --git a/2024-07-10-functioncalling-with-tools/bun.lockb b/2024-07-10-functioncalling-with-tools/bun.lockb
new file mode 100755
index 0000000..dddd386
Binary files /dev/null and b/2024-07-10-functioncalling-with-tools/bun.lockb differ
diff --git a/2024-07-10-functioncalling-with-tools/index.ts b/2024-07-10-functioncalling-with-tools/index.ts
new file mode 100644
index 0000000..ce98210
--- /dev/null
+++ b/2024-07-10-functioncalling-with-tools/index.ts
@@ -0,0 +1,25 @@
+import ollama from "ollama";
+import {toolsString, executeFunction} from "./tools";
+
+const promptandanswer = async (prompt: string) => {
+	const response = await ollama.generate({
+		model: "llama3",
+		system: systemPrompt,
+		prompt: prompt,
+		stream: false,
+		format: "json",
+	});
+
+	console.log(`\n${prompt}\n`);
+ // console.log(response.response.trim());
+  const responseObject = JSON.parse(response.response.trim());
+  executeFunction(responseObject.functionName, responseObject.parameters);
+};
+
+const systemPrompt = `You are a helpful assistant that takes a question and finds the most appropriate tool or tools to execute, along with the parameters required to run the tool. Respond as JSON using the following schema: {"functionName": "function name", "parameters": [{"parameterName": "name of parameter", "parameterValue": "value of parameter"}]}. The tools are: ${toolsString}`;
+
+await promptandanswer("What is the weather in London?");
+await promptandanswer("What is the weather at 41.881832, -87.640406?");
+await promptandanswer("who is the current ceo of tesla?");
+await promptandanswer("what is located at 41.881832, -87.640406?");
+
diff --git a/2024-07-10-functioncalling-with-tools/package.json b/2024-07-10-functioncalling-with-tools/package.json
new file mode 100644
index 0000000..b6cec80
--- /dev/null
+++ b/2024-07-10-functioncalling-with-tools/package.json
@@ -0,0 +1,14 @@
+{
+  "name": "functioncalling",
+  "module": "index.ts",
+  "type": "module",
+  "devDependencies": {
+    "@types/bun": "latest"
+  },
+  "peerDependencies": {
+    "typescript": "^5.0.0"
+  },
+  "dependencies": {
+    "ollama": "^0.5.2"
+  }
+}
\ No newline at end of file
diff --git a/2024-07-10-functioncalling-with-tools/tools.ts b/2024-07-10-functioncalling-with-tools/tools.ts
new file mode 100644
index 0000000..0c23700
--- /dev/null
+++ b/2024-07-10-functioncalling-with-tools/tools.ts
@@ -0,0 +1,177 @@
+export type Tool = {
+	name: string;
+	description: string;
+	parameters: ToolParameter[];
+};
+
+type ToolParameter = {
+	name: string;
+	description: string;
+	type: string;
+	required: boolean;
+};
+
+type FunctionParameter = {
+	parameterName: string;
+	parameterValue: string;
+};
+
+
+const cityToLatLonTool: Tool = {
+	name: "CityToLatLon",
+	description: "Get the latitude and longitude for a given city",
+	parameters: [
+		{
+			name: "city",
+			description: "The city to get the latitude and longitude for",
+			type: "string",
+			required: true,
+		},
+	],
+};
+
+const weatherFromLatLonTool: Tool = {
+	name: "WeatherFromLatLon",
+	description: "Get the weather for a location",
+	parameters: [
+		{
+			name: "latitude",
+			description: "The latitude of the location",
+			type: "number",
+			required: true,
+		},
+		{
+			name: "longitude",
+			description: "The longitude of the location",
+			type: "number",
+			required: true,
+		},
+	],
+};
+
+const latlonToCityTool: Tool = {
+	name: "LatLonToCity",
+	description: "Get the city name for a given latitude and longitude",
+	parameters: [
+		{
+			name: "latitude",
+			description: "The latitude of the location",
+			type: "number",
+			required: true,
+		},
+		{
+			name: "longitude",
+			description: "The longitude of the location",
+			type: "number",
+			required: true,
+		},
+	],
+};
+
+const webSearchTool: Tool = {
+	name: "WebSearch",
+	description: "Search the web for a query",
+	parameters: [
+		{
+			name: "query",
+			description: "The query to search for",
+			type: "string",
+			required: true,
+		},
+	],
+};
+
+const weatherFromLocationTool: Tool = {
+	name: "WeatherFromLocation",
+	description: "Get the weather for a location",
+	parameters: [
+		{
+			name: "location",
+			description: "The location to get the weather for",
+			type: "string",
+			required: true,
+		},
+	],
+};
+
+async function CityToLatLon(city: string) {
+	const output = await fetch(
+		`https://nominatim.openstreetmap.org/search?q=${city}&format=json`,
+	);
+	const json = await output.json();
+	return [json[0].lat, json[0].lon];
+}
+async function LatLonToCity(latitude: string, longitude: string) {
+	const output = await fetch(
+		`https://nominatim.openstreetmap.org/reverse?lat=${latitude}&lon=${longitude}&format=json`,
+	);
+	const json = await output.json();
+	console.log(json.display_name);
+}
+
+
+
+async function WeatherFromLatLon(latitude: string, longitude: string) {
+	const output = await fetch(
+		`https://api.open-meteo.com/v1/forecast?latitude=${latitude}&longitude=${longitude}&current=temperature_2m&temperature_unit=fahrenheit&wind_speed_unit=mph&forecast_days=1`,
+	);
+
+	const json = await output.json();
+  console.log(`${json.current.temperature_2m} degrees Farenheit`);
+}
+
+async function WeatherFromLocation(location: string) {
+  const latlon = await CityToLatLon(location);
+  await WeatherFromLatLon(latlon[0], latlon[1]);
+}
+
+async function WebSearch(query: string) {
+	const output = await fetch(
+		`http://localhost:3333/search?q=${query}&format=json`,
+	);
+	const json = await output.json();
+	console.log(`${json.results[0].title}\n${json.results[0].content}\n`);
+}
+
+export const toolsString = JSON.stringify(
+	{
+		tools: [
+			weatherFromLocationTool,
+			weatherFromLatLonTool,
+			webSearchTool,
+			latlonToCityTool,
+		],
+	},
+	null,
+	2,
+);
+
+function getValueOfParameter(
+	parameterName: string,
+	parameters: FunctionParameter[],
+) {
+	return parameters.filter((p) => p.parameterName === parameterName)[0]
+		.parameterValue;
+}
+
+export async function executeFunction(
+	functionName: string,
+	parameters: FunctionParameter[],
+) {
+	switch (functionName) {
+		case "WeatherFromLocation":
+			return await WeatherFromLocation(getValueOfParameter("location", parameters));
+		case "WeatherFromLatLon":
+			return await WeatherFromLatLon(
+				getValueOfParameter("latitude", parameters),
+				getValueOfParameter("longitude", parameters),
+			);
+		case "WebSearch":
+			return await WebSearch(getValueOfParameter("query", parameters));
+		case "LatLonToCity":
+			return await LatLonToCity(
+				getValueOfParameter("latitude", parameters),
+				getValueOfParameter("longitude", parameters),
+			);
+	}
+}
diff --git a/2024-07-10-functioncalling-with-tools/tsconfig.json b/2024-07-10-functioncalling-with-tools/tsconfig.json
new file mode 100644
index 0000000..238655f
--- /dev/null
+++ b/2024-07-10-functioncalling-with-tools/tsconfig.json
@@ -0,0 +1,27 @@
+{
+  "compilerOptions": {
+    // Enable latest features
+    "lib": ["ESNext", "DOM"],
+    "target": "ESNext",
+    "module": "ESNext",
+    "moduleDetection": "force",
+    "jsx": "react-jsx",
+    "allowJs": true,
+
+    // Bundler mode
+    "moduleResolution": "bundler",
+    "allowImportingTsExtensions": true,
+    "verbatimModuleSyntax": true,
+    "noEmit": true,
+
+    // Best practices
+    "strict": true,
+    "skipLibCheck": true,
+    "noFallthroughCasesInSwitch": true,
+
+    // Some stricter flags (disabled by default)
+    "noUnusedLocals": false,
+    "noUnusedParameters": false,
+    "noPropertyAccessFromIndexSignature": false
+  }
+}