diff --git a/package-lock.json b/package-lock.json
index 9f32e54..62acfb0 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -5,9 +5,14 @@
 	"packages": {
 		"": {
 			"dependencies": {
+				"@anthropic-ai/tokenizer": "^0.0.4",
+				"@exadev/breadboard-kits": "^0.10.1",
 				"@google-labs/breadboard": "0.11.2",
-				"@google-labs/core-kit": "0.3.0",
-				"@xenova/transformers": "^2.15.1"
+				"@google-labs/core-kit": "0.4.0",
+				"@google-labs/template-kit": "^0.2.0",
+				"@xenova/transformers": "^2.15.1",
+				"js-tiktoken": "^1.0.10",
+				"puppeteer": "^22.4.1"
 			},
 			"devDependencies": {
 				"@types/node": "^20.11.20",
@@ -15,6 +20,80 @@
 				"typescript": "^5.3.3"
 			}
 		},
+		"node_modules/@anthropic-ai/sdk": {
+			"version": "0.10.2",
+			"resolved": "https://registry.npmjs.org/@anthropic-ai/sdk/-/sdk-0.10.2.tgz",
+			"integrity": "sha512-ranlsLhft0njz4s0YdKxUtbouoPPTIlnmpBxUNZfmKplF6GCNIomC9YjHf4GJNJyrUHrsikl10GnvPVU6LK+WA==",
+			"dependencies": {
+				"@types/node": "^18.11.18",
+				"@types/node-fetch": "^2.6.4",
+				"abort-controller": "^3.0.0",
+				"agentkeepalive": "^4.2.1",
+				"digest-fetch": "^1.3.0",
+				"form-data-encoder": "1.7.2",
+				"formdata-node": "^4.3.2",
+				"node-fetch": "^2.6.7",
+				"web-streams-polyfill": "^3.2.1"
+			}
+		},
+		"node_modules/@anthropic-ai/sdk/node_modules/@types/node": {
+			"version": "18.19.24",
+			"resolved": "https://registry.npmjs.org/@types/node/-/node-18.19.24.tgz",
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+			"dependencies": {
+				"undici-types": "~5.26.4"
+			}
+		},
+		"node_modules/@anthropic-ai/tokenizer": {
+			"version": "0.0.4",
+			"resolved": "https://registry.npmjs.org/@anthropic-ai/tokenizer/-/tokenizer-0.0.4.tgz",
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+			"dependencies": {
+				"@types/node": "^18.11.18",
+				"tiktoken": "^1.0.10"
+			}
+		},
+		"node_modules/@anthropic-ai/tokenizer/node_modules/@types/node": {
+			"version": "18.19.24",
+			"resolved": "https://registry.npmjs.org/@types/node/-/node-18.19.24.tgz",
+			"integrity": "sha512-eghAz3gnbQbvnHqB+mgB2ZR3aH6RhdEmHGS48BnV75KceQPHqabkxKI0BbUSsqhqy2Ddhc2xD/VAR9ySZd57Lw==",
+			"dependencies": {
+				"undici-types": "~5.26.4"
+			}
+		},
+		"node_modules/@babel/code-frame": {
+			"version": "7.23.5",
+			"resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.23.5.tgz",
+			"integrity": "sha512-CgH3s1a96LipHCmSUmYFPwY7MNx8C3avkq7i4Wl3cfa662ldtUe4VM1TPXX70pfmrlWTb6jLqTYrZyT2ZTJBgA==",
+			"dependencies": {
+				"@babel/highlight": "^7.23.4",
+				"chalk": "^2.4.2"
+			},
+			"engines": {
+				"node": ">=6.9.0"
+			}
+		},
+		"node_modules/@babel/helper-validator-identifier": {
+			"version": "7.22.20",
+			"resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.22.20.tgz",
+			"integrity": "sha512-Y4OZ+ytlatR8AI+8KZfKuL5urKp7qey08ha31L8b3BwewJAoJamTzyvxPR/5D+KkdJCGPq/+8TukHBlY10FX9A==",
+			"engines": {
+				"node": ">=6.9.0"
+			}
+		},
+		"node_modules/@babel/highlight": {
+			"version": "7.23.4",
+			"resolved": "https://registry.npmjs.org/@babel/highlight/-/highlight-7.23.4.tgz",
+			"integrity": "sha512-acGdbYSfp2WheJoJm/EBBBLh/ID8KDc64ISZ9DYtBmC8/Q204PZJLHyzeB5qMzJ5trcOkybd78M4x2KWsUq++A==",
+			"dependencies": {
+				"@babel/helper-validator-identifier": "^7.22.20",
+				"chalk": "^2.4.2",
+				"js-tokens": "^4.0.0"
+			},
+			"engines": {
+				"node": ">=6.9.0"
+			}
+		},
 		"node_modules/@esbuild/linux-x64": {
 			"version": "0.19.12",
 			"resolved": "https://registry.npmjs.org/@esbuild/linux-x64/-/linux-x64-0.19.12.tgz",
@@ -47,6 +126,59 @@
 				"node": ">=12"
 			}
 		},
+		"node_modules/@exadev/breadboard-kits": {
+			"version": "0.10.1",
+			"resolved": "https://registry.npmjs.org/@exadev/breadboard-kits/-/breadboard-kits-0.10.1.tgz",
+			"integrity": "sha512-AK3bSZauwFU48HA0XNMAejx+ADi8xhZr6Xw6RhMYAvRMqXko1B8Z1CAtxRclgnPUSvQ1odLu/U9kr0oSryTmqw==",
+			"dependencies": {
+				"@anthropic-ai/sdk": "^0.10.2",
+				"@anthropic-ai/tokenizer": "^0.0.4",
+				"@google-labs/breadboard": "^0.7.1",
+				"@google-labs/core-kit": "^0.1.2",
+				"@google-labs/llm-starter": "^0.3.1",
+				"@xenova/transformers": "^2.10.1",
+				"axios": "^1.6.2",
+				"cheerio": "^1.0.0-rc.12",
+				"dotenv": "^16.3.1",
+				"js-tiktoken": "^1.0.8",
+				"jsonschema": "^1.4.1"
+			},
+			"engines": {
+				"node": ">=20"
+			}
+		},
+		"node_modules/@exadev/breadboard-kits/node_modules/@google-labs/breadboard": {
+			"version": "0.7.1",
+			"resolved": "https://registry.npmjs.org/@google-labs/breadboard/-/breadboard-0.7.1.tgz",
+			"integrity": "sha512-3R/n1H9ByJ9ro+jSxxr8jjtzFYNrEZJjsIW+8u5fGRYBKnXSBjXLaO9E+AzCR5+0vA8sbwCjcwcDwD92hU2FoA==",
+			"dependencies": {
+				"zod": "^3.22.4",
+				"zod-to-json-schema": "^3.22.1"
+			},
+			"engines": {
+				"node": ">=19.0.0"
+			}
+		},
+		"node_modules/@exadev/breadboard-kits/node_modules/@google-labs/core-kit": {
+			"version": "0.1.3",
+			"resolved": "https://registry.npmjs.org/@google-labs/core-kit/-/core-kit-0.1.3.tgz",
+			"integrity": "sha512-HQjJAewDfaOl1mKTH9oR9pRw4tgaAL5bCkcM1La0Fl6L9pGRb6gUYgo/mD7UcNoKIrKlqAluIM8YckCc9D4Fhg==",
+			"dependencies": {
+				"@google-labs/breadboard": "^0.8.0"
+			}
+		},
+		"node_modules/@exadev/breadboard-kits/node_modules/@google-labs/core-kit/node_modules/@google-labs/breadboard": {
+			"version": "0.8.0",
+			"resolved": "https://registry.npmjs.org/@google-labs/breadboard/-/breadboard-0.8.0.tgz",
+			"integrity": "sha512-xOVINvU4cUOSfrbgDJQoAHlyDA7LIFV1NpDENL24hjFtiNAtw3+zAnYy1lzl8p5JSDJFY/ieDCUnPhC78DPaeQ==",
+			"dependencies": {
+				"zod": "^3.22.4",
+				"zod-to-json-schema": "^3.22.1"
+			},
+			"engines": {
+				"node": ">=19.0.0"
+			}
+		},
 		"node_modules/@google-labs/breadboard": {
 			"version": "0.11.2",
 			"resolved": "https://registry.npmjs.org/@google-labs/breadboard/-/breadboard-0.11.2.tgz",
@@ -64,11 +196,35 @@
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 		"node_modules/@google-labs/core-kit": {
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-			"resolved": "https://registry.npmjs.org/@google-labs/core-kit/-/core-kit-0.3.0.tgz",
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+			"version": "0.4.0",
+			"resolved": "https://registry.npmjs.org/@google-labs/core-kit/-/core-kit-0.4.0.tgz",
+			"integrity": "sha512-8ihkKjmUeWRCeK9Z9VvwwYoVkZ80ctclnbxXQ4OCp4I/vR8+EGoFV2BehqTq97vOA/H9xjbh3tWlXuOjGrDt9A==",
+			"dependencies": {
+				"@google-labs/breadboard": "^0.11.2"
+			}
+		},
+		"node_modules/@google-labs/llm-starter": {
+			"version": "0.3.6",
+			"resolved": "https://registry.npmjs.org/@google-labs/llm-starter/-/llm-starter-0.3.6.tgz",
+			"integrity": "sha512-n4y5l6ixiB09tZShtSPRclTnWPnwggZpq3OBsGHORm53eAiOV5CYKrDxryFCmgWTm6HA4gGVDWhqU5073lsXGw==",
 			"dependencies": {
-				"@google-labs/breadboard": "^0.11.0"
+				"@google-labs/breadboard": "^0.11.0",
+				"url-template": "^3.1.0"
+			},
+			"engines": {
+				"node": ">=19.0.0"
+			}
+		},
+		"node_modules/@google-labs/template-kit": {
+			"version": "0.2.0",
+			"resolved": "https://registry.npmjs.org/@google-labs/template-kit/-/template-kit-0.2.0.tgz",
+			"integrity": "sha512-7u03xTeeirtmTFiC2h8v8JG9ROjz7hCQGj7V3UbXr47w3gNUPWDTSEVzm5cEz2ysyHeHD7dWW6L4HYJy0sifSQ==",
+			"dependencies": {
+				"@google-labs/breadboard": "^0.11.0",
+				"url-template": "^3.1.0"
+			},
+			"engines": {
+				"node": ">=19.0.0"
 			}
 		},
 		"node_modules/@huggingface/jinja": {
@@ -133,6 +289,32 @@
 			"resolved": "https://registry.npmjs.org/@protobufjs/utf8/-/utf8-1.1.0.tgz",
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 		},
+		"node_modules/@puppeteer/browsers": {
+			"version": "2.1.0",
+			"resolved": "https://registry.npmjs.org/@puppeteer/browsers/-/browsers-2.1.0.tgz",
+			"integrity": "sha512-xloWvocjvryHdUjDam/ZuGMh7zn4Sn3ZAaV4Ah2e2EwEt90N3XphZlSsU3n0VDc1F7kggCjMuH0UuxfPQ5mD9w==",
+			"dependencies": {
+				"debug": "4.3.4",
+				"extract-zip": "2.0.1",
+				"progress": "2.0.3",
+				"proxy-agent": "6.4.0",
+				"semver": "7.6.0",
+				"tar-fs": "3.0.5",
+				"unbzip2-stream": "1.4.3",
+				"yargs": "17.7.2"
+			},
+			"bin": {
+				"browsers": "lib/cjs/main-cli.js"
+			},
+			"engines": {
+				"node": ">=18"
+			}
+		},
+		"node_modules/@tootallnate/quickjs-emscripten": {
+			"version": "0.23.0",
+			"resolved": "https://registry.npmjs.org/@tootallnate/quickjs-emscripten/-/quickjs-emscripten-0.23.0.tgz",
+			"integrity": "sha512-C5Mc6rdnsaJDjO3UpGW/CQTHtCKaYlScZTly4JIu97Jxo/odCiH0ITnDXSJPTOrEKk/ycSZ0AOgTmkDtkOsvIA=="
+		},
 		"node_modules/@types/long": {
 			"version": "4.0.2",
 			"resolved": "https://registry.npmjs.org/@types/long/-/long-4.0.2.tgz",
@@ -146,6 +328,24 @@
 				"undici-types": "~5.26.4"
 			}
 		},
+		"node_modules/@types/node-fetch": {
+			"version": "2.6.11",
+			"resolved": "https://registry.npmjs.org/@types/node-fetch/-/node-fetch-2.6.11.tgz",
+			"integrity": "sha512-24xFj9R5+rfQJLRyM56qh+wnVSYhyXC2tkoBndtY0U+vubqNsYXGjufB2nn8Q6gt0LrARwL6UBtMCSVCwl4B1g==",
+			"dependencies": {
+				"@types/node": "*",
+				"form-data": "^4.0.0"
+			}
+		},
+		"node_modules/@types/yauzl": {
+			"version": "2.10.3",
+			"resolved": "https://registry.npmjs.org/@types/yauzl/-/yauzl-2.10.3.tgz",
+			"integrity": "sha512-oJoftv0LSuaDZE3Le4DbKX+KS9G36NzOeSap90UIK0yMA/NhKJhqlSGtNDORNRaIbQfzjXDrQa0ytJ6mNRGz/Q==",
+			"optional": true,
+			"dependencies": {
+				"@types/node": "*"
+			}
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 		"node_modules/@xenova/transformers": {
 			"version": "2.15.1",
 			"resolved": "https://registry.npmjs.org/@xenova/transformers/-/transformers-2.15.1.tgz",
@@ -159,6 +359,102 @@
 				"onnxruntime-node": "1.14.0"
 			}
 		},
+		"node_modules/abort-controller": {
+			"version": "3.0.0",
+			"resolved": "https://registry.npmjs.org/abort-controller/-/abort-controller-3.0.0.tgz",
+			"integrity": "sha512-h8lQ8tacZYnR3vNQTgibj+tODHI5/+l06Au2Pcriv/Gmet0eaj4TwWH41sO9wnHDiQsEj19q0drzdWdeAHtweg==",
+			"dependencies": {
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+			},
+			"engines": {
+				"node": ">=6.5"
+			}
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+		"node_modules/agent-base": {
+			"version": "7.1.0",
+			"resolved": "https://registry.npmjs.org/agent-base/-/agent-base-7.1.0.tgz",
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+				"debug": "^4.3.4"
+			},
+			"engines": {
+				"node": ">= 14"
+			}
+		},
+		"node_modules/agentkeepalive": {
+			"version": "4.5.0",
+			"resolved": "https://registry.npmjs.org/agentkeepalive/-/agentkeepalive-4.5.0.tgz",
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+				"humanize-ms": "^1.2.1"
+			},
+			"engines": {
+				"node": ">= 8.0.0"
+			}
+		},
+		"node_modules/ansi-regex": {
+			"version": "5.0.1",
+			"resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-5.0.1.tgz",
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+			"engines": {
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+		"node_modules/ansi-styles": {
+			"version": "3.2.1",
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+			},
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+			"dependencies": {
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+		"node_modules/ast-types": {
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+			},
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+		"node_modules/asynckit": {
+			"version": "0.4.0",
+			"resolved": "https://registry.npmjs.org/asynckit/-/asynckit-0.4.0.tgz",
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+		},
+		"node_modules/axios": {
+			"version": "1.6.7",
+			"resolved": "https://registry.npmjs.org/axios/-/axios-1.6.7.tgz",
+			"integrity": "sha512-/hDJGff6/c7u0hDkvkGxR/oy6CbCs8ziCsC7SqmhjfozqiJGc8Z11wrv9z9lYfY4K8l+H9TpjcMDX0xOZmx+RA==",
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@@ -197,6 +493,11 @@
 				"bare-os": "^2.1.0"
 			}
 		},
+		"node_modules/base-64": {
+			"version": "0.1.0",
+			"resolved": "https://registry.npmjs.org/base-64/-/base-64-0.1.0.tgz",
+			"integrity": "sha512-Y5gU45svrR5tI2Vt/X9GPd3L0HNIKzGu202EjxrXMpuc2V2CiKgemAbUUsqYmZJvPtCXoUKjNZwBJzsNScUbXA=="
+		},
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@@ -216,6 +517,14 @@
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 		},
+		"node_modules/basic-ftp": {
+			"version": "5.0.5",
+			"resolved": "https://registry.npmjs.org/basic-ftp/-/basic-ftp-5.0.5.tgz",
+			"integrity": "sha512-4Bcg1P8xhUuqcii/S0Z9wiHIrQVPMermM1any+MX5GeGD7faD3/msQUDGLol9wOcz4/jbg/WJnGqoJF6LiBdtg==",
+			"engines": {
+				"node": ">=10.0.0"
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@@ -677,6 +1944,22 @@
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+		"node_modules/string-width": {
+			"version": "4.2.3",
+			"resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
+			"integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+			"dependencies": {
+				"emoji-regex": "^8.0.0",
+				"is-fullwidth-code-point": "^3.0.0",
+				"strip-ansi": "^6.0.1"
+			},
+			"engines": {
+				"node": ">=8"
+			}
+		},
+		"node_modules/strip-ansi": {
+			"version": "6.0.1",
+			"resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
+			"integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==",
+			"dependencies": {
+				"ansi-regex": "^5.0.1"
+			},
+			"engines": {
+				"node": ">=8"
+			}
+		},
 		"node_modules/strip-json-comments": {
 			"version": "2.0.1",
 			"resolved": "https://registry.npmjs.org/strip-json-comments/-/strip-json-comments-2.0.1.tgz",
@@ -820,6 +2176,17 @@
 				"node": ">=0.10.0"
 			}
 		},
+		"node_modules/supports-color": {
+			"version": "5.5.0",
+			"resolved": "https://registry.npmjs.org/supports-color/-/supports-color-5.5.0.tgz",
+			"integrity": "sha512-QjVjwdXIt408MIiAqCX4oUKsgU2EqAGzs2Ppkm4aQYbjm+ZEWEcW4SfFNTr4uMNZma0ey4f5lgLrkB0aX0QMow==",
+			"dependencies": {
+				"has-flag": "^3.0.0"
+			},
+			"engines": {
+				"node": ">=4"
+			}
+		},
 		"node_modules/tar-fs": {
 			"version": "3.0.5",
 			"resolved": "https://registry.npmjs.org/tar-fs/-/tar-fs-3.0.5.tgz",
@@ -843,6 +2210,26 @@
 				"streamx": "^2.15.0"
 			}
 		},
+		"node_modules/through": {
+			"version": "2.3.8",
+			"resolved": "https://registry.npmjs.org/through/-/through-2.3.8.tgz",
+			"integrity": "sha512-w89qg7PI8wAdvX60bMDP+bFoD5Dvhm9oLheFp5O4a2QF0cSBGsBX4qZmadPMvVqlLJBBci+WqGGOAPvcDeNSVg=="
+		},
+		"node_modules/tiktoken": {
+			"version": "1.0.13",
+			"resolved": "https://registry.npmjs.org/tiktoken/-/tiktoken-1.0.13.tgz",
+			"integrity": "sha512-JaL9ZnvTbGFMDIBeGdVkLt4qWTeCPw+n7Ock+wceAGRenuHA6nOOvMJFliNDyXsjg2osGKJWsXtO2xc74VxyDw=="
+		},
+		"node_modules/tr46": {
+			"version": "0.0.3",
+			"resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
+			"integrity": "sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw=="
+		},
+		"node_modules/tslib": {
+			"version": "2.6.2",
+			"resolved": "https://registry.npmjs.org/tslib/-/tslib-2.6.2.tgz",
+			"integrity": "sha512-AEYxH93jGFPn/a2iVAwW87VuUIkR1FVUKB77NwMF7nBTDkDrrT/Hpt/IrCJ0QXhW27jTBDcf5ZY7w6RiqTMw2Q=="
+		},
 		"node_modules/tsx": {
 			"version": "4.7.1",
 			"resolved": "https://registry.npmjs.org/tsx/-/tsx-4.7.1.tgz",
@@ -877,7 +2264,7 @@
 			"version": "5.3.3",
 			"resolved": "https://registry.npmjs.org/typescript/-/typescript-5.3.3.tgz",
 			"integrity": "sha512-pXWcraxM0uxAS+tN0AG/BF2TyqmHO014Z070UsJ+pFvYuRSq8KH8DmWpnbXe0pEPDHXZV3FcAbJkijJ5oNEnWw==",
-			"dev": true,
+			"devOptional": true,
 			"bin": {
 				"tsc": "bin/tsc",
 				"tsserver": "bin/tsserver"
@@ -886,25 +2273,185 @@
 				"node": ">=14.17"
 			}
 		},
+		"node_modules/unbzip2-stream": {
+			"version": "1.4.3",
+			"resolved": "https://registry.npmjs.org/unbzip2-stream/-/unbzip2-stream-1.4.3.tgz",
+			"integrity": "sha512-mlExGW4w71ebDJviH16lQLtZS32VKqsSfk80GCfUlwT/4/hNRFsoscrF/c++9xinkMzECL1uL9DDwXqFWkruPg==",
+			"dependencies": {
+				"buffer": "^5.2.1",
+				"through": "^2.3.8"
+			}
+		},
 		"node_modules/undici-types": {
 			"version": "5.26.5",
 			"resolved": "https://registry.npmjs.org/undici-types/-/undici-types-5.26.5.tgz",
 			"integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA=="
 		},
+		"node_modules/universalify": {
+			"version": "2.0.1",
+			"resolved": "https://registry.npmjs.org/universalify/-/universalify-2.0.1.tgz",
+			"integrity": "sha512-gptHNQghINnc/vTGIk0SOFGFNXw7JVrlRUtConJRlvaw6DuX0wO5Jeko9sWrMBhh+PsYAZ7oXAiOnf/UKogyiw==",
+			"engines": {
+				"node": ">= 10.0.0"
+			}
+		},
+		"node_modules/url-template": {
+			"version": "3.1.1",
+			"resolved": "https://registry.npmjs.org/url-template/-/url-template-3.1.1.tgz",
+			"integrity": "sha512-4oszoaEKE/mQOtAmdMWqIRHmkxWkUZMnXFnjQ5i01CuRSK3uluxcH1MRVVVWmhlnzT1SCDfKxxficm2G37qzCA==",
+			"engines": {
+				"node": "^12.20.0 || ^14.13.1 || >=16.0.0"
+			}
+		},
+		"node_modules/urlpattern-polyfill": {
+			"version": "10.0.0",
+			"resolved": "https://registry.npmjs.org/urlpattern-polyfill/-/urlpattern-polyfill-10.0.0.tgz",
+			"integrity": "sha512-H/A06tKD7sS1O1X2SshBVeA5FLycRpjqiBeqGKmBwBDBy28EnRjORxTNe269KSSr5un5qyWi1iL61wLxpd+ZOg=="
+		},
 		"node_modules/util-deprecate": {
 			"version": "1.0.2",
 			"resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
 			"integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw=="
 		},
+		"node_modules/web-streams-polyfill": {
+			"version": "3.3.3",
+			"resolved": "https://registry.npmjs.org/web-streams-polyfill/-/web-streams-polyfill-3.3.3.tgz",
+			"integrity": "sha512-d2JWLCivmZYTSIoge9MsgFCZrt571BikcWGYkjC1khllbTeDlGqZ2D8vD8E/lJa8WGWbb7Plm8/XJYV7IJHZZw==",
+			"engines": {
+				"node": ">= 8"
+			}
+		},
+		"node_modules/webidl-conversions": {
+			"version": "3.0.1",
+			"resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
+			"integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ=="
+		},
+		"node_modules/whatwg-url": {
+			"version": "5.0.0",
+			"resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
+			"integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
+			"dependencies": {
+				"tr46": "~0.0.3",
+				"webidl-conversions": "^3.0.0"
+			}
+		},
+		"node_modules/wrap-ansi": {
+			"version": "7.0.0",
+			"resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
+			"integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
+			"dependencies": {
+				"ansi-styles": "^4.0.0",
+				"string-width": "^4.1.0",
+				"strip-ansi": "^6.0.0"
+			},
+			"engines": {
+				"node": ">=10"
+			},
+			"funding": {
+				"url": "https://github.com/chalk/wrap-ansi?sponsor=1"
+			}
+		},
+		"node_modules/wrap-ansi/node_modules/ansi-styles": {
+			"version": "4.3.0",
+			"resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz",
+			"integrity": "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==",
+			"dependencies": {
+				"color-convert": "^2.0.1"
+			},
+			"engines": {
+				"node": ">=8"
+			},
+			"funding": {
+				"url": "https://github.com/chalk/ansi-styles?sponsor=1"
+			}
+		},
 		"node_modules/wrappy": {
 			"version": "1.0.2",
 			"resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
 			"integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ=="
 		},
+		"node_modules/ws": {
+			"version": "8.16.0",
+			"resolved": "https://registry.npmjs.org/ws/-/ws-8.16.0.tgz",
+			"integrity": "sha512-HS0c//TP7Ina87TfiPUz1rQzMhHrl/SG2guqRcTOIUYD2q8uhUdNHZYJUaQ8aTGPzCh+c6oawMKW35nFl1dxyQ==",
+			"engines": {
+				"node": ">=10.0.0"
+			},
+			"peerDependencies": {
+				"bufferutil": "^4.0.1",
+				"utf-8-validate": ">=5.0.2"
+			},
+			"peerDependenciesMeta": {
+				"bufferutil": {
+					"optional": true
+				},
+				"utf-8-validate": {
+					"optional": true
+				}
+			}
+		},
+		"node_modules/y18n": {
+			"version": "5.0.8",
+			"resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
+			"integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==",
+			"engines": {
+				"node": ">=10"
+			}
+		},
 		"node_modules/yallist": {
 			"version": "4.0.0",
 			"resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz",
 			"integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A=="
+		},
+		"node_modules/yargs": {
+			"version": "17.7.2",
+			"resolved": "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz",
+			"integrity": "sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w==",
+			"dependencies": {
+				"cliui": "^8.0.1",
+				"escalade": "^3.1.1",
+				"get-caller-file": "^2.0.5",
+				"require-directory": "^2.1.1",
+				"string-width": "^4.2.3",
+				"y18n": "^5.0.5",
+				"yargs-parser": "^21.1.1"
+			},
+			"engines": {
+				"node": ">=12"
+			}
+		},
+		"node_modules/yargs-parser": {
+			"version": "21.1.1",
+			"resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
+			"integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
+			"engines": {
+				"node": ">=12"
+			}
+		},
+		"node_modules/yauzl": {
+			"version": "2.10.0",
+			"resolved": "https://registry.npmjs.org/yauzl/-/yauzl-2.10.0.tgz",
+			"integrity": "sha512-p4a9I6X6nu6IhoGmBqAcbJy1mlC4j27vEPZX9F4L4/vZT3Lyq1VkFHw/V/PUcB9Buo+DG3iHkT0x3Qya58zc3g==",
+			"dependencies": {
+				"buffer-crc32": "~0.2.3",
+				"fd-slicer": "~1.1.0"
+			}
+		},
+		"node_modules/zod": {
+			"version": "3.22.4",
+			"resolved": "https://registry.npmjs.org/zod/-/zod-3.22.4.tgz",
+			"integrity": "sha512-iC+8Io04lddc+mVqQ9AZ7OQ2MrUKGN+oIQyq1vemgt46jwCwLfhq7/pwnBnNXXXZb8VTVLKwp9EDkx+ryxIWmg==",
+			"funding": {
+				"url": "https://github.com/sponsors/colinhacks"
+			}
+		},
+		"node_modules/zod-to-json-schema": {
+			"version": "3.22.4",
+			"resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.22.4.tgz",
+			"integrity": "sha512-2Ed5dJ+n/O3cU383xSY28cuVi0BCQhF8nYqWU5paEpl7fVdqdAmiLdqLyfblbNdfOFwFfi/mqU4O1pwc60iBhQ==",
+			"peerDependencies": {
+				"zod": "^3.22.4"
+			}
 		}
 	}
 }
diff --git a/package.json b/package.json
index 2e9edca..d6f00cc 100644
--- a/package.json
+++ b/package.json
@@ -1,8 +1,13 @@
 {
 	"dependencies": {
+		"@anthropic-ai/tokenizer": "^0.0.4",
+		"@exadev/breadboard-kits": "^0.10.1",
 		"@google-labs/breadboard": "0.11.2",
 		"@google-labs/core-kit": "0.4.0",
-		"@xenova/transformers": "^2.15.1"
+		"@google-labs/template-kit": "^0.2.0",
+		"@xenova/transformers": "^2.15.1",
+		"js-tiktoken": "^1.0.10",
+		"puppeteer": "^22.4.1"
 	},
 	"devDependencies": {
 		"@types/node": "^20.11.20",
diff --git a/src/examples/autobake/chromeStatusApiFeatures.ts b/src/examples/autobake/chromeStatusApiFeatures.ts
new file mode 100644
index 0000000..019f132
--- /dev/null
+++ b/src/examples/autobake/chromeStatusApiFeatures.ts
@@ -0,0 +1,226 @@
+/* eslint-disable @typescript-eslint/no-unused-vars */
+/* eslint-disable @typescript-eslint/no-explicit-any */
+
+import { BrowserView, ChromeBrowser } from "./chromeStatusFeaturesV2.js";
+import fetchDirtyJson from "./fetchDirtyJson.js";
+
+type UserAction = {
+	by: string;
+	when: string;
+};
+
+type Stage = {
+	id: number;
+	created: string;
+	feature_id: number;
+	stage_type: number;
+	ot_description: string | null;
+	display_name: string | null;
+	intent_stage: number;
+	pm_emails: string[];
+	tl_emails: string[];
+	ux_emails: string[];
+	te_emails: string[];
+	intent_thread_url: string | null;
+	announcement_url: string | null;
+	experiment_goals: string | null;
+	experiment_risks: string | null;
+	origin_trial_id: string | null;
+	origin_trial_feedback_url: string | null;
+	ot_action_requested: boolean;
+	ot_approval_buganizer_component: string | null;
+	ot_approval_criteria_url: string | null;
+	ot_approval_group_email: string | null;
+	ot_chromium_trial_name: string | null;
+	ot_display_name: string | null;
+	ot_documentation_url: string | null;
+	ot_emails: string[];
+	ot_feedback_submission_url: string | null;
+	ot_has_third_party_support: boolean;
+	ot_is_critical_trial: boolean;
+	ot_is_deprecation_trial: boolean;
+	ot_owner_email: string | null;
+	ot_require_approvals: boolean;
+	ot_webfeature_use_counter: string | null;
+	extensions: any[]; // Define more specifically if possible
+	experiment_extension_reason: string | null;
+	ot_stage_id: string | null;
+	finch_url: string | null;
+	rollout_milestone: string | null;
+	rollout_platforms: string[];
+	rollout_details: string | null;
+	rollout_impact: number;
+	enterprise_policies: any[]; // Define more specifically if possible
+	desktop_first: string | null;
+	android_first: string | null;
+	ios_first: string | null;
+	webview_first: string | null;
+	desktop_last: string | null;
+	android_last: string | null;
+	ios_last: string | null;
+	webview_last: string | null;
+};
+
+type BrowserStatus = {
+	text: string;
+	val: number;
+	milestone_str: string;
+};
+
+export type BrowserInfo = ChromeBrowser & {
+	android?: string;
+	// blink_components: string[];
+	// bug: string;
+	desktop?: string;
+	// devrel: string[];
+	// flag: boolean;
+	// intervention: boolean;
+	ios?: string;
+	// origintrial: boolean;
+	// owners: string[];
+	// prefixed: boolean | null;
+	// status: BrowserStatus;
+	webview?: string;
+};
+
+type Browsers = {
+	chrome: BrowserInfo;
+	ff: Partial<BrowserView>;
+	safari: Partial<BrowserView>;
+	webdev: Partial<BrowserView>;
+	other: Partial<BrowserView>;
+};
+
+type Standards = {
+	spec: string;
+	maturity: {
+		text: string;
+		short_text: string;
+		val: number;
+	};
+};
+
+export type ChromeStatusV1ApiFeature = {
+	id: number;
+	name: string;
+	summary: string;
+	blink_components: string[];
+	star_count: number;
+	search_tags: string[];
+	created: UserAction;
+	updated: UserAction;
+	category: string;
+	category_int: number;
+	feature_notes: string | null;
+	enterprise_feature_categories: any[]; // Define more specifically if possible
+	stages: Stage[];
+	accurate_as_of: string;
+	creator_email: string;
+	updater_email: string;
+	owner_emails: string[];
+	editor_emails: string[];
+	cc_emails: string[];
+	spec_mentor_emails: string[];
+	unlisted: boolean;
+	deleted: boolean;
+	editors: string[];
+	cc_recipients: string[];
+	spec_mentors: string[];
+	creator: string;
+	feature_type: string;
+	feature_type_int: number;
+	intent_stage: string;
+	intent_stage_int: number;
+	active_stage_id: number;
+	bug_url: string;
+	launch_bug_url: string | null;
+	new_crbug_url: string;
+	screenshot_links: string[];
+	breaking_change: boolean;
+	flag_name: string | null;
+	finch_name: string | null;
+	non_finch_justification: string | null;
+	ongoing_constraints: string | null;
+	motivation: string;
+	devtrial_instructions: string | null;
+	activation_risks: string | null;
+	measurement: string | null;
+	availability_expectation: string | null;
+	adoption_expectation: string | null;
+	adoption_plan: string | null;
+	initial_public_proposal_url: string | null;
+	explainer_links: string[];
+	requires_embedder_support: boolean;
+	spec_link: string;
+	api_spec: boolean;
+	interop_compat_risks: string | null;
+	all_platforms: string | null;
+	all_platforms_descr: string | null;
+	non_oss_deps: string | null;
+	anticipated_spec_changes: string | null;
+	security_risks: string;
+	ergonomics_risks: string | null;
+	wpt: boolean;
+	wpt_descr: string;
+	webview_risks: string | null;
+	devrel_emails: string[];
+	debuggability: string | null;
+	doc_links: string[];
+	sample_links: string[];
+	prefixed: boolean | null;
+	tags: string[];
+	tag_review: string | null;
+	tag_review_status: string;
+	tag_review_status_int: number;
+	security_review_status: string;
+	security_review_status_int: number;
+	privacy_review_status: string;
+	privacy_review_status_int: number;
+	updated_display: string;
+	resources: {
+		samples: string[];
+		docs: string[];
+	};
+	comments: string | null;
+	ff_views: number;
+	safari_views: number;
+	web_dev_views: number;
+	browsers: Browsers;
+	standards: Standards;
+	is_released: boolean;
+	is_enterprise_feature: boolean;
+	experiment_timeline: string | null;
+};
+
+export type ChromeStatusFeatures = {
+	total_count: number;
+	features: ChromeStatusV1ApiFeature[];
+};
+
+export async function chromeStatusApiFeatures(): Promise<ChromeStatusFeatures> {
+	return (await fetchDirtyJson(
+		"https://chromestatus.com/api/v0/features",
+		")]}'\n"
+	)) as Promise<ChromeStatusFeatures>;
+}
+
+export default chromeStatusApiFeatures;
+
+export async function getChromeStatusApiFeatures() {
+	const features = await chromeStatusApiFeatures();
+	return features.features;
+}
+
+export async function getChromeStatusApiFeatureids() {
+	const features = await getChromeStatusApiFeatures();
+	const featureIds = features.map((feature) => feature.id);
+	return featureIds;
+}
+
+export async function getChromeStatusV1Feature(
+	id: number
+): Promise<ChromeStatusV1ApiFeature | undefined> {
+	const features = await getChromeStatusApiFeatures();
+	const feature = features.find((feature) => feature.id === id);
+	return feature;
+}
\ No newline at end of file
diff --git a/src/examples/autobake/chromeStatusFeaturesV2.ts b/src/examples/autobake/chromeStatusFeaturesV2.ts
new file mode 100644
index 0000000..6d60edc
--- /dev/null
+++ b/src/examples/autobake/chromeStatusFeaturesV2.ts
@@ -0,0 +1,90 @@
+import { BrowserInfo } from "./chromeStatusApiFeatures.js";
+import fetchJson from "./fetchJson.js";
+
+export type ChromeStatusV2ApiFeature = {
+	blink_components: string[];
+	breaking_change: boolean;
+	browsers: {
+		chrome: BrowserInfo;
+		ff: Partial<BrowserView>;
+		other: Partial<BrowserView>;
+		safari: Partial<BrowserView>;
+		webdev: Partial<BrowserView>;
+	};
+	created: RecordInfo;
+	first_of_section: boolean;
+	id: number;
+	is_released: boolean;
+	milestone: null | string; // Assuming the type for milestone can be string or null
+	name: string;
+	resources: {
+		docs: string[];
+		samples: string[];
+	};
+	standards: {
+		maturity: Maturity;
+		spec: string;
+	};
+	summary: string;
+	unlisted: boolean;
+	updated: RecordInfo;
+};
+
+export type ChromeBrowser = {
+	blink_components: string[];
+	bug: string;
+	devrel: string[];
+	flag: boolean;
+	intervention: boolean;
+	origintrial: boolean;
+	owners: string[];
+	prefixed: boolean;
+	status: Status;
+};
+
+export type BrowserView = {
+	view: {
+		notes: string;
+		text: string;
+		url: string | null;
+		val: number;
+	};
+};
+
+type RecordInfo = {
+	by: string;
+	when: string; // Use Date if dates are always in a consistent format
+};
+
+type Maturity = {
+	short_text: string;
+	text: string;
+	val: number;
+};
+
+type Status = {
+	text: string;
+	val: number;
+};
+
+export async function chromeStatusFeaturesV2(): Promise<
+	ChromeStatusV2ApiFeature[]
+> {
+	return (await fetchJson(
+		"https://chromestatus.com/features_v2.json"
+	)) as Promise<ChromeStatusV2ApiFeature[]>;
+}
+
+export default chromeStatusFeaturesV2;
+
+export async function getChromeStatusV2FeatureIds(): Promise<number[]> {
+	const features = await chromeStatusFeaturesV2();
+	return features.map((feature) => feature.id);
+}
+
+export async function getChromeStatusV2Feature(
+	id: number
+): Promise<ChromeStatusV2ApiFeature | undefined> {
+	const features = await chromeStatusFeaturesV2();
+	return features.find((feature) => feature.id === id);
+}
diff --git a/src/examples/autobake/chromeVersions.ts b/src/examples/autobake/chromeVersions.ts
new file mode 100644
index 0000000..52f06d1
--- /dev/null
+++ b/src/examples/autobake/chromeVersions.ts
@@ -0,0 +1,27 @@
+import fetchJson from "./fetchJson.js";
+
+export const versionsUrl = "https://chromestatus.com/omaha_data";
+export type Channel = "stable" | "beta" | "dev";
+
+// text utility type for version number
+export type VersionNumber = `${number}.${number}.${number}.${number}`;
+export type Version = {
+	channel: Channel;
+	version: VersionNumber;
+};
+
+export type Versions = {
+	versions: Version[];
+}[];
+
+export async function chromeVersions() {
+	const versions: Versions = (await fetchJson(versionsUrl)) as Versions;
+	console.log("AYOOOOOOOOOOOOOOOOO")
+	// key versions by channel and return object with channel keys
+	return versions[0].versions.reduce((acc, version) => {
+		acc[version.channel] = version.version;
+		return acc;
+	}, {} as Record<Channel, VersionNumber>);
+}
+
+export default chromeVersions;
\ No newline at end of file
diff --git a/src/examples/autobake/crossEnvCache.ts b/src/examples/autobake/crossEnvCache.ts
new file mode 100644
index 0000000..910ca02
--- /dev/null
+++ b/src/examples/autobake/crossEnvCache.ts
@@ -0,0 +1,118 @@
+import fs from "fs";
+import path, { dirname } from "path";
+import { fileURLToPath } from "url";
+
+const __filename = fileURLToPath(import.meta.url);
+const __dirname = dirname(__filename);
+
+const memoryCache: Record<string, { data: unknown; timestamp: number }> = {};
+
+export function makeCacheDirectory(cacheFilePath: string) {
+	const cacheDirectory = path.dirname(cacheFilePath);
+	if (!fs.existsSync(cacheDirectory)) {
+		fs.mkdirSync(cacheDirectory, { recursive: true });
+	}
+}
+
+export function writeCacheNode(url: string, data: unknown) {
+	const cacheFilePath = getCacheFilePath(url);
+	makeCacheDirectory(cacheFilePath);
+	fs.writeFileSync(cacheFilePath, JSON.stringify(data));
+}
+
+export const isNode =
+	typeof process !== "undefined" &&
+	process.versions != null &&
+	process.versions.node != null;
+
+export function isEnvNode() {
+	return isNode;
+}
+
+export function writeCache(url: string, data: unknown) {
+	memoryCache[url] = { data, timestamp: new Date().getTime() };
+
+	if (isNode) {
+		writeCacheNode(url, data);
+	} else {
+		writeCacheWeb(url, data);
+	}
+}
+
+export function readCache(url: string, maxAge: Date = DEFAULT_MAX_AGE) {
+	// First, check in-memory cache
+	const cachedItem = memoryCache[url];
+	if (cachedItem) {
+		const now = new Date().getTime();
+		if (now - cachedItem.timestamp <= maxAge.getTime()) {
+			return cachedItem.data;
+		}
+		// If in-memory cache is stale, remove the entry
+		delete memoryCache[url];
+	}
+
+	// Then, check file-based cache
+	if (isNode) {
+		return readCacheNode(url, maxAge);
+	} else {
+		return readCacheWeb(url, maxAge);
+	}
+}
+
+const now = new Date();
+const DEFAULT_MAX_AGE: Date = new Date(now.setDate(now.getDate() - 1));
+
+// Modifications needed for web environment caching
+export function readCacheWeb(url: string, maxAge: Date = DEFAULT_MAX_AGE) {
+	const data = localStorage.getItem(url);
+	if (data) {
+		const cachedData = JSON.parse(data);
+		const now = new Date();
+
+		// Check if the cached data includes a timestamp and if it's expired
+		if (
+			cachedData.timestamp &&
+			now.getTime() - cachedData.timestamp > maxAge.getTime()
+		) {
+			return null;
+		}
+
+		return cachedData.data;
+	}
+	return null;
+}
+
+export function writeCacheWeb(url: string, data: unknown) {
+	const cacheData = {
+		data: data,
+		timestamp: new Date().getTime(), // Add a timestamp
+	};
+	localStorage.setItem(url, JSON.stringify(cacheData));
+}
+
+export function getCacheFilePath(url: string) {
+	let encodedUri = encodeURIComponent(url);
+	if (!encodedUri.endsWith(".json")) {
+		encodedUri += ".json";
+	}
+	return path.join(__dirname, ".cache", encodedUri);
+}
+
+export function readCacheNode(url: string, maxAge: Date = DEFAULT_MAX_AGE) {
+	const cacheFilePath = getCacheFilePath(url);
+	if (fs.existsSync(cacheFilePath)) {
+		const stats = fs.statSync(cacheFilePath);
+		const now = new Date();
+		if (
+			maxAge !== undefined &&
+			now.getTime() - stats.mtime.getTime() > maxAge.getTime()
+		) {
+			return null;
+		}
+
+		return JSON.parse(fs.readFileSync(cacheFilePath, "utf-8"));
+	}
+	return null;
+}
+
+export default readCache;
\ No newline at end of file
diff --git a/src/examples/autobake/featurekit.ts b/src/examples/autobake/featurekit.ts
new file mode 100644
index 0000000..615ace9
--- /dev/null
+++ b/src/examples/autobake/featurekit.ts
@@ -0,0 +1,312 @@
+/* eslint-disable no-constant-condition */
+import claude from "@anthropic-ai/tokenizer/claude.json" assert { type: "json" };
+import { InputValues, NodeValue, OutputValues, addKit, asRuntimeKit, code } from "@google-labs/breadboard";
+import { KitBuilder } from "@google-labs/breadboard/kits";
+import { Tiktoken, TiktokenBPE } from "js-tiktoken";
+import * as puppeteer from "puppeteer";
+import { Browser, JSHandle, Page } from "puppeteer";
+import * as readline from 'readline/promises';
+import { chromeVersions } from "./chromeVersions.js";
+import chromeStatusApiFeatures, { ChromeStatusFeatures, ChromeStatusV1ApiFeature, getChromeStatusV1Feature } from "./chromeStatusApiFeatures.js";
+import chromeStatusFeaturesV2 from "./chromeStatusFeaturesV2.js";
+import fs from "fs";
+
+
+export function getTokenizer(): Tiktoken {
+	const tiktokenBPE: TiktokenBPE = {
+		pat_str: claude.pat_str,
+		special_tokens: claude.special_tokens,
+		bpe_ranks: claude.bpe_ranks,
+	};
+	return new Tiktoken(tiktokenBPE);
+}
+
+type pageContents = {
+	contents: NodeValue
+};
+
+type feature = {
+	id: NodeValue,
+	name: NodeValue,
+	summary: NodeValue,
+	category: NodeValue,
+	docs: NodeValue[],
+	samples: NodeValue[]
+};
+
+const TOKEN_LIMIT: number = 99_000;
+
+type featureDocuments = NodeValue
+
+const sleep = (ms: number) => new Promise((resolve) => setTimeout(resolve, ms));
+
+export function countTokens(text: string): number {
+	const tokenizer = getTokenizer();
+	const encoded = tokenizer.encode(text.normalize("NFKC"));
+	return encoded.length;
+}
+
+export async function extractContents(url: string): Promise<pageContents> {
+	const browser: Browser = await puppeteer.launch({
+		headless: true,
+		args: ['--no-sandbox'],
+		ignoreDefaultArgs: ['--disable-extensions']
+	});
+	const page: Page = await browser.newPage();
+
+	console.log("Extracting Feature Resources: ", url);
+
+	await page.goto(url, { waitUntil: 'load' });
+	// sleep because some page elements might not immediately render
+	await sleep(5000);
+	const element: JSHandle = await page.evaluateHandle(`document.querySelector("body")`);
+
+	let contents = await page.evaluate((el: any) => el.textContent, element);
+	contents = contents.replace(/[\n\r]/g, "");
+
+	await browser.close();
+
+	return Promise.resolve({ contents });
+}
+
+async function extractFeatureResource(id: string): Promise<pageContents> {
+	const browser = await puppeteer.launch({
+		headless: true,
+		args: ['--no-sandbox'],
+		ignoreDefaultArgs: ['--disable-extensions']
+	});
+	const page = await browser.newPage();
+
+	const baseURL = "https://chromestatus.com/feature/"
+	const featureURL = `${baseURL}${id}`;
+	console.log("Extracting Feature Content: ", featureURL);
+
+	await page.goto(featureURL, { waitUntil: 'load' });
+	// sleep to wait for page to render
+	await sleep(5000);
+	const element = await page.evaluateHandle(`document.querySelector("body > chromedash-app").shadowRoot.querySelector("#content-component-wrapper > chromedash-feature-page").shadowRoot.querySelector("sl-details")`);
+
+	let contents = await page.evaluate((el: any) => el.textContent, element);
+
+	contents = contents.replace(/[\n\r]/g, "");
+
+	await browser.close();
+
+	return Promise.resolve({ contents });
+}
+
+function filterAttributes(obj: any) {
+    // recursively remove any falsy attributes
+    if (!obj) {
+        return
+    } else if (typeof obj === "object") {
+        const newObj: any = {}
+        for (const [key, value] of Object.entries(obj)) {
+            const newValue = filterAttributes(value)
+            if (newValue) {
+                newObj[key] = newValue
+            }
+        }
+        if (Object.keys(newObj).length > 0) {
+            return newObj
+        } else {
+            return
+        }
+    }
+    // 	if array
+    else if (Array.isArray(obj)) {
+        const newArray: any[] = []
+        for (const value of obj) {
+            const newValue = filterAttributes(value)
+            if (newValue) {
+                newArray.push(newValue)
+            }
+        }
+        return newArray
+    }
+
+    return obj
+}
+
+const filterFeatureAttributes = code<{feature: any}, OutputValues> (({feature}) =>
+{	
+	feature = feature["selected"]
+	const output = filterAttributes(feature)
+	return {filtered: output}
+})
+
+const selectRandom = code<{ input: ChromeStatusFeatures }, OutputValues>(async ({ input }) => {
+	const myList = input["features"]
+	const selected = myList[Math.floor(Math.random() * myList.length)]
+
+	return {selected: selected}
+})
+
+const getFeatureResources = code<{ input: ChromeStatusFeatures }, OutputValues>(async ({ input }) => {
+	const featuresMap = new Map<string, feature>();
+
+	for (var json of input["features"]) {
+		const feature = {
+			id: json["id"],
+			name: json["name"],
+			summary: json["summary"],
+			category: json["category"],
+			docs: json["resources"]["docs"],
+			samples: json["resources"]["samples"]
+		};
+
+		featuresMap.set(`${json["id"]}`, feature);
+	}
+
+	const featureResources: featureDocuments[] = [];
+	const userInput = readline.createInterface({
+		input: process.stdin,
+		output: process.stdout
+	});
+
+	try {
+		while (true) {
+			const answer = await userInput.question('Please select a feature id to extract: ');
+			if (featuresMap.has(answer)) {
+				const webContent = await extractFeatureResource(answer);
+				featureResources.push(webContent["contents"]);
+
+				const feature = featuresMap.get(answer);
+				const featureDocs = feature!["docs"];
+				const featureSamples = feature!["samples"];
+
+				// extract documentation contents
+				for (const doc of featureDocs) {
+					const webContent = await extractContents(doc as string)
+					featureResources.push(webContent["contents"]);
+				}
+				// extract samples content
+				for (const sample of featureSamples) {
+					const webContent = await extractContents(sample as string)
+					featureResources.push(webContent["contents"]);
+				}
+
+				// Claude has token limit, keep trimming each document until we are below the token limit
+				// set to 99,000 as extra tokens will be added when constructing hte prompt
+				// maybe trim the larger documents with a different coefficient? 20% of a large document might lose
+				// a lot of useful information
+				while (true) {
+					let tokenCount = 0
+					for (let i = 0; i < featureResources.length; i++) {
+						tokenCount += countTokens(featureResources[i] as string);
+					}
+
+					if (tokenCount >= TOKEN_LIMIT) {
+						for (let i = 0; i < featureResources.length; i++) {
+							// only keep 80% of the current content
+							// there's probably a better way to do that, but it's difficult to know the structure of the HTML because it all comes from different sources
+							featureResources[i] = (featureResources[i] as string).substring(0, (featureResources[i] as string).length * 0.8);
+						}
+					} else {
+						break;
+					}
+				}
+				const outputBuffer = [];
+				const baseURL = "https://chromestatus.com/feature/"
+				outputBuffer.push({ url: `${baseURL}${answer}`, content: featureResources });
+				// write all extracted content to file
+				fs.writeFileSync(
+					"./featureContent.json",
+					JSON.stringify(outputBuffer, null, 2)
+				);
+				break
+			} else {
+				console.log("Feature Id does not exist, please check input")
+			}
+		}
+	} finally {
+		userInput.close();
+	}
+	return Promise.resolve({ featureResources });
+})
+
+async function getResourcesForFeature({ feature }: InputValues & { feature: ChromeStatusV1ApiFeature }): Promise<OutputValues> {
+	const selectedFeature = feature["selected"]
+	
+	const featureId = selectedFeature.id
+	const featureDocs = selectedFeature.resources.docs
+	const featureSamples = selectedFeature.resources.samples
+	const resources: featureDocuments[] = []
+
+	// extract feature content
+	const webContent = await extractFeatureResource(featureId.toString())
+	resources.push(webContent["contents"])
+
+	// extract documentation contents
+	for (const doc of featureDocs) {
+		const webContent = await extractContents(doc as string)
+		resources.push(webContent["contents"])
+	}
+
+	// extract samples content
+	for (const sample of featureSamples) {
+		const webContent = await extractContents(sample as string)
+		resources.push(webContent["contents"])
+	}
+
+	let documentTokens: number[] = []
+	const getTokenCounts = () => {
+		documentTokens = resources.map(r => {
+			return countTokens(r as string);
+		})
+		return documentTokens
+	}
+
+	getTokenCounts()
+	let totalTokens = () => documentTokens.reduce((a, b) => a + b, 0)
+	while (totalTokens() > TOKEN_LIMIT) {
+		const difference = totalTokens() - TOKEN_LIMIT
+		for (let i = 0; i < resources.length; i++) {
+			const docTokens = documentTokens[i]
+			const proportionOfAllTokens: number = Math.ceil(docTokens / totalTokens());
+			const tokensToDrop: number = proportionOfAllTokens * difference;
+			const endIndex: number = (resources[i] as string).length - tokensToDrop;
+			resources[i] = (resources[i] as string).substring(0, endIndex)
+		}
+		getTokenCounts()
+	}
+	return Promise.resolve({ resources });
+}
+
+export const FeatureKit = new KitBuilder({
+	url: "."
+}).build({
+	versions: async () => (
+		{
+			output: await chromeVersions()
+		}
+	),
+	chromeStatusApiFeatures: async () => (
+		{
+			output: await chromeStatusApiFeatures()
+		}
+	),
+	chromeStatusApiFeaturesV2: async () => ({
+		output: await chromeStatusFeaturesV2()
+	}),
+	getFeatureResources: async (input) => ({
+		output: await getFeatureResources({input: input as ChromeStatusFeatures })
+	}),
+	getResourcesForFeature: async ({feature}) => (
+		{
+			output: await getResourcesForFeature({feature : feature as ChromeStatusV1ApiFeature })
+		}
+	),
+	selectRandomFeature: async ({features}) => (
+		{
+			output:  await selectRandom({ input: features as ChromeStatusFeatures })
+		}
+	),
+	filterFeatureAttributes: async ({feature}) => ({
+		output: await filterFeatureAttributes({feature: feature})
+	})
+})
+
+
+export type FeatureKit = InstanceType<typeof FeatureKit>;
+export default FeatureKit;
\ No newline at end of file
diff --git a/src/examples/autobake/fetchDirtyJson.ts b/src/examples/autobake/fetchDirtyJson.ts
new file mode 100644
index 0000000..a8ef74e
--- /dev/null
+++ b/src/examples/autobake/fetchDirtyJson.ts
@@ -0,0 +1,29 @@
+import readCache, { writeCache } from "./crossEnvCache.js";
+
+export async function fetchDirtyJson(
+	url: string,
+	excessString: string
+): Promise<unknown> {
+	let jsonData = readCache(url);
+
+	if (jsonData) {
+		return jsonData;
+	}
+
+	const response = await fetch(url);
+	if (!response.ok) {
+		throw new Error(`HTTP error! status: ${response.status}`);
+	}
+
+	let data = await response.text();
+	if (data.startsWith(excessString)) {
+		data = data.substring(excessString.length);
+	}
+
+	jsonData = JSON.parse(data);
+	writeCache(url, jsonData);
+
+	return jsonData;
+}
+
+export default fetchDirtyJson;
\ No newline at end of file
diff --git a/src/examples/autobake/fetchJson.ts b/src/examples/autobake/fetchJson.ts
new file mode 100644
index 0000000..ce11eed
--- /dev/null
+++ b/src/examples/autobake/fetchJson.ts
@@ -0,0 +1,17 @@
+import {readCache, writeCache} from "./crossEnvCache.js";
+
+export async function fetchJson(url: string): Promise<unknown> {
+	let jsonData = readCache(url);
+
+	const response = await fetch(url);
+	if (!response.ok) {
+		throw new Error(`HTTP error! status: ${response.status}`);
+	}
+
+	jsonData = await response.json();
+	writeCache(url, jsonData);
+
+	return jsonData;
+}
+
+export default fetchJson;
\ No newline at end of file
diff --git a/src/examples/autobake/index.ts b/src/examples/autobake/index.ts
new file mode 100644
index 0000000..2cb1499
--- /dev/null
+++ b/src/examples/autobake/index.ts
@@ -0,0 +1,95 @@
+import { BoardRunner, OutputValues, addKit, asRuntimeKit, board, code } from "@google-labs/breadboard";
+
+import Core from "@google-labs/core-kit";
+import fs from "fs"
+
+import { FeatureKit } from "./featurekit.js";
+import { StringKit } from "./kits/StringKit.js"
+import { ClaudeKit } from "./kits/ClaudeKit.js"
+import { ConfigKit } from "./kits/ConfigKit.js"
+import { ObjectKit } from "./kits/ObjectKit.js"
+
+const featureKit = addKit(FeatureKit)
+const claudeKit = addKit(ClaudeKit);
+const stringKit = addKit(StringKit)
+const config = addKit(ConfigKit)
+
+const serverUrl = "https://api.anthropic.com/v1/complete";
+
+const claudeParams = {
+    model: "claude-2",
+    url: `${serverUrl}`,
+};
+
+const prompt = [
+    "Create a markdown document that can be used to teach a junior developer about the feature discussed in the `feature` code block.",
+    "Base the script on the content of the `featureResources` code block.",
+    "The first line of the document should be a heading with the name of the feature.",
+    "\n",
+    "Provide your response formatted as raw markdown.",
+    "Only respond with the result of this request.",
+    "Do not add any additional information to the script",
+    "\n",
+    "```featureResources",
+    "{{featureResources}}",
+    "```",
+    "\n",
+    "```selectedFeature",
+    "{{selectedFeature}}",
+    "```",
+].join("/n");
+
+const autoBakeBoard = board(() => {
+    const features = featureKit.chromeStatusApiFeatures({ $id: "ChromeStatusApiFeatures" })
+    const selected = featureKit.selectRandomFeature({$id:"selectRandomFeature", features: features.output })
+    const featureContent = featureKit.getResourcesForFeature({ $id: "getResourcesForFeature", feature: selected.output })
+
+    const filtered = featureKit.filterFeatureAttributes({ feature: selected.output })
+
+    const instructionTemplate = stringKit.template({
+        $id: "claudePromptConstructor",
+        template: prompt,
+    });
+    
+    featureContent.output.as("featureResources").to(instructionTemplate)
+    filtered.output.as("selectedFeature").to(instructionTemplate)
+
+	const claudeCompletion = claudeKit.complete({
+		$id: "claudeAPI",
+		...claudeParams,
+	});
+
+	const claudeApiKey = config.readEnvVar({
+		key: "CLAUDE_API_KEY",
+        path:"."
+	});
+
+    claudeApiKey.output.to(claudeCompletion);
+    instructionTemplate.output.as("text").to(claudeCompletion);
+
+    const output = claudeCompletion.completion
+
+    return { output }
+})
+
+const serializedBoard = await autoBakeBoard.serialize({
+    title: "AutoBake",
+    description: "AutoBake Board Example",
+    url: ".",
+})
+
+const kits = [asRuntimeKit(ConfigKit) , asRuntimeKit(FeatureKit), asRuntimeKit(FeatureKit), asRuntimeKit(FeatureKit), asRuntimeKit(ObjectKit), asRuntimeKit(Core), asRuntimeKit(StringKit), asRuntimeKit(ClaudeKit)]
+
+// running board from json and providing kit at runtime
+const runner = await BoardRunner.fromGraphDescriptor(serializedBoard);
+for await (const stop of runner.run({ kits: kits })) {
+    if (stop.type === "input") {
+    } else if (stop.type === "output") {
+        const content = [,
+            stop.outputs.output as string,
+            "---",
+        ].join("\n\n")
+
+        fs.writeFileSync("./test.md", content);
+    }
+}
\ No newline at end of file
diff --git a/src/examples/autobake/kits/ClaudeKit.ts b/src/examples/autobake/kits/ClaudeKit.ts
new file mode 100644
index 0000000..ebfaa20
--- /dev/null
+++ b/src/examples/autobake/kits/ClaudeKit.ts
@@ -0,0 +1,140 @@
+/* eslint-disable @typescript-eslint/require-await */
+/* eslint-disable @typescript-eslint/no-unsafe-member-access */
+/* eslint-disable @typescript-eslint/no-unsafe-return */
+/* eslint-disable @typescript-eslint/no-unsafe-assignment */
+import claude from "@anthropic-ai/tokenizer/claude.json" assert { type: "json" };
+import { InputValues, OutputValues } from "@google-labs/breadboard";
+import { KitBuilder } from "@google-labs/breadboard/kits";
+import { Tiktoken, TiktokenBPE } from "js-tiktoken";
+
+export type ClaudeResponse = {
+	completion: string;
+	stop_reason: "stop_sequence" | "max_tokens";
+};
+
+export type ClaudeParams = {
+	apiKey: string;
+	model: "claude-2" | "claude-instant-1";
+	userQuestion: string;
+	maxTokens: number;
+	stopSequences?: string[];
+	temperature?: number;
+	topP?: number;
+	topK?: number;
+	stream?: boolean;
+	url?: string;
+};
+
+export function countTokens(text: string): number {
+	const tokenizer = getTokenizer();
+	const encoded = tokenizer.encode(text.normalize("NFKC"));
+	return encoded.length;
+}
+
+export function getTokenizer(): Tiktoken {
+	const tiktokenBPE: TiktokenBPE = {
+		pat_str: claude.pat_str,
+		special_tokens: claude.special_tokens,
+		bpe_ranks: claude.bpe_ranks,
+	};
+	return new Tiktoken(tiktokenBPE);
+}
+
+const complete = async (input: InputValues): Promise<OutputValues> => {
+	let claudeParams = {
+		"model": input["model"],
+	}
+
+	if (input["output"] != undefined) {
+		claudeParams["apiKey"] = input["output"]["CLAUDE_API_KEY"]
+	}
+
+	if (input["text"] != undefined) {
+		claudeParams["userQuestion"] = input["text"]["string"]
+	}
+
+	return await postClaudeCompletion(claudeParams as ClaudeParams);
+}
+
+export const ClaudeKit = new KitBuilder({
+	url: "npm:@exadev/breadboard-kits/Claude",
+}).build({
+	complete,
+	async countTokens(input: InputValues): Promise<OutputValues> {
+		return Object.fromEntries(
+			Object.entries(input)
+				.filter(([, value]) => typeof value === "string")
+				.map(([key, value]) => [key, countTokens(value as string)])
+		);
+	},
+});
+
+export async function postClaudeCompletion({
+	apiKey,
+	model,
+	userQuestion,
+	maxTokens,
+	stopSequences,
+	temperature,
+	topP,
+	topK,
+	stream,
+	url,
+}: ClaudeParams): Promise<ClaudeResponse> {
+	if (!apiKey) throw new Error("Missing apiKey");
+	if (!userQuestion) throw new Error("Missing userQuestion");
+	model = model || "claude-2";
+	// Endpoint URL
+	// const url = "https://api.anthropic.com/v1/complete";
+	url = url || "https://api.anthropic.com/v1/complete";
+	// Request headers
+	const headers = {
+		accept: "application/json",
+		"anthropic-version": "2023-06-01",
+		"content-type": "application/json",
+		"x-api-key": apiKey,
+	};
+
+
+	// Constructing the prompt
+	const prompt = `\n\nHuman: ${userQuestion}\n\nAssistant:`;
+
+	const inputTokenCount = countTokens(prompt);
+	const TOKEN_LIMIT = 100000;
+	maxTokens = maxTokens || TOKEN_LIMIT - inputTokenCount;
+	if (maxTokens < 0)
+		throw new Error(
+			`input token count ${inputTokenCount} exceeds token limit ${TOKEN_LIMIT}!`
+		);
+
+	// Request body
+	const body = {
+		model,
+		prompt,
+		max_tokens_to_sample: maxTokens,
+		...(stopSequences && { stop_sequences: stopSequences }),
+		...(temperature !== undefined && { temperature }),
+		...(topP !== undefined && { top_p: topP }),
+		...(topK !== undefined && { top_k: topK }),
+		...(stream !== undefined && { metadata: { stream } }),
+	};
+
+	try {
+		const response = await fetch(url, {
+			method: "POST",
+			headers: headers,
+			body: JSON.stringify(body),
+		});
+
+		if (!response.ok)
+			throw new Error(`HTTP error! status: ${response.status}:${response.statusText}`);
+				
+		return (await response.json()) as ClaudeResponse;
+	} catch (error) {
+		console.error("Error:", error);
+		throw error;
+	}
+}
+
+export type ClaudeKit = InstanceType<typeof ClaudeKit>;
+export default ClaudeKit
\ No newline at end of file
diff --git a/src/examples/autobake/kits/ConfigKit.ts b/src/examples/autobake/kits/ConfigKit.ts
new file mode 100644
index 0000000..d93f883
--- /dev/null
+++ b/src/examples/autobake/kits/ConfigKit.ts
@@ -0,0 +1,55 @@
+import { InputValues, NodeValue, OutputValues, code } from "@google-labs/breadboard";
+import { KitBuilder } from "@google-labs/breadboard/kits";
+import dotenv from "dotenv";
+import fs from "fs";
+import path from "path";
+
+export function getAbsoluteFilePath(envPath: string = ".env"): string {
+	if (!path.isAbsolute(envPath)) {
+		envPath = path.join(process.cwd(), envPath);
+	}
+	return envPath;
+}
+export type getAbsoluteFilePath = typeof getAbsoluteFilePath;
+
+
+const readEnv = code<{ path: string; }, OutputValues>(({ path }) => {
+	if (path && !fs.existsSync(path)) {
+		throw new Error(`Path "${path}" was explicitly specified but does not exist`);
+	}
+
+	const envPath = getAbsoluteFilePath(path || ".env");
+	if (fs.existsSync(envPath)) {
+		dotenv.config({ path: envPath });
+	}
+	return Promise.resolve(process.env);
+  });
+
+
+const readEnvVar = code<{key: string, path:string}, OutputValues>(async ({key, path}) => {
+	const env = await readEnv({path});
+	
+	const value = env[key];
+	if (value === undefined) {
+		const absolutePath = getAbsoluteFilePath(path);
+		throw new Error(`"${key}" not found in environment or "${absolutePath}"`);
+	}
+	return Promise.resolve({ [key]: env[key] });
+})
+
+export const ConfigKit = new KitBuilder({
+	url: "npm:@exadev/breadboard-kits/kits/ConfigKit",
+}).build({
+	readEnv: async (path) => (
+		{
+			output: await readEnv(path)
+		}
+	),
+	readEnvVar: async ({key, path}) => (
+		{
+			output: await readEnvVar({key: key as string, path:path as string})
+		}
+	)
+});
+export type ConfigKit = InstanceType<typeof ConfigKit>;
+export default ConfigKit;
\ No newline at end of file
diff --git a/src/examples/autobake/kits/ObjectKit.ts b/src/examples/autobake/kits/ObjectKit.ts
new file mode 100644
index 0000000..03420c4
--- /dev/null
+++ b/src/examples/autobake/kits/ObjectKit.ts
@@ -0,0 +1,119 @@
+import { InputValues, NodeValue, OutputValues, code } from "@google-labs/breadboard";
+import { KitBuilder } from "@google-labs/breadboard/kits";
+
+
+const pick = code<{ object: Record<string, NodeValue>, key: string; }, OutputValues>(({ object, key }) => {
+	const { [key]: value, ...rest } = object;
+	return Promise.resolve({
+		value,
+		rest,
+	});
+});
+
+const pickSeveral = code<{ object: Record<string, NodeValue>, keys: string[]; }, OutputValues>(({ object, keys }) => {
+	const values = {};
+	for (const key of keys) {
+		const { [key]: value, ...rest } = object;
+		values[key] = value;
+		object = rest;
+	}
+	return Promise.resolve({
+		...values,
+		rest: object,
+	});
+})
+
+const spread = code<{ object: Record<string, NodeValue> }, OutputValues & { [key: string]: NodeValue; }>(({ object }) => {
+	return Promise.resolve({
+		...object,
+	});
+})
+
+const nest = code<{ inputs: InputValues, key: string }, OutputValues>(({ inputs, key }) => {
+	const { ...rest } = inputs;
+	return Promise.resolve({
+		[key]: rest,
+	})
+})
+
+const limitDepthCall = code<{ object: Record<string, NodeValue>, depth: number }, OutputValues>(({ object, depth }) => {
+	return Promise.resolve({
+		object: limitDepth(object, depth),
+	});
+})
+
+export const ObjectKit = new KitBuilder({
+	url: "npm:@exadev/breadboard-kits/kits/ObjectKit",
+}).build({
+	pick: async ({ object, key }) => ({
+		output: await pick({ object: object as Record<string, NodeValue>, key: key as string })
+	}),
+	pickSeveral: async ({ object, keys }) => ({
+		output: await pickSeveral({ object: object as Record<string, NodeValue>, keys: keys as string[] })
+	}),
+	spread: async ({ object }) => ({
+		output: await spread({ object: object as Record<string, NodeValue> })
+	}),
+	nest: async ({ inputs, key }) => ({
+		output: await nest({ inputs: inputs as InputValues, key: key as string })
+	}),
+	limitDepth: async ({ object, depth }) => ({
+		output: await limitDepthCall({ object: object as Record<string, NodeValue>, depth: depth as number })
+	})
+});
+
+// Wrapper function to limit the depth of an object
+export function limitDepth(obj: AnyObject, maxDepth: number): AnyObject {
+	const currentDepth = calculateDepth(obj);
+	if (currentDepth > maxDepth) {
+		return reduceDepth(obj, maxDepth);
+	}
+	return obj; // Return the object as is if it's within the depth limit
+} // Function to reduce the depth of an object
+function reduceDepth(obj: AnyObject, maxDepth: number): AnyObject {
+	function reduce(obj: AnyObject, currentDepth: number): AnyObject {
+		if (currentDepth === maxDepth) {
+			return Array.isArray(obj) ? [] : {};
+		}
+
+		const result: AnyObject = Array.isArray(obj) ? [] : {};
+
+		for (const key in obj) {
+			if (typeof obj[key] === "object" && obj[key] !== null) {
+				result[key] = reduce(obj[key], currentDepth + 1);
+			} else {
+				result[key] = obj[key];
+			}
+		}
+
+		return result;
+	}
+
+	return reduce(obj, 0);
+}
+
+function calculateDepth(obj: AnyObject, currentDepth: number = 0): number {
+	if (typeof obj !== "object" || obj === null) {
+		return currentDepth;
+	}
+
+	let maxDepth = currentDepth;
+	for (const key in obj) {
+		if (typeof obj[key] === "object" && obj[key] !== null) {
+			
+			const depth = calculateDepth(obj[key], currentDepth + 1);
+			if (depth > maxDepth) {
+				maxDepth = depth;
+			}
+		}
+	}
+
+	return maxDepth;
+}
+//////////////////////////////////////////////////
+export interface AnyObject {
+	[key: string]: any;
+}
+
+export type ObjectKit = InstanceType<typeof ObjectKit>;
+export default ObjectKit;
diff --git a/src/examples/autobake/kits/StringKit.ts b/src/examples/autobake/kits/StringKit.ts
new file mode 100644
index 0000000..c5179c0
--- /dev/null
+++ b/src/examples/autobake/kits/StringKit.ts
@@ -0,0 +1,63 @@
+
+import { BoardRunner, board, addKit, asRuntimeKit, InputValues, base, code, OutputValues, NodeValue } from "@google-labs/breadboard";
+import { KitBuilder } from "@google-labs/breadboard/kits";
+
+export function parametersFromTemplate(template: string): string[] {
+	const matches = template.matchAll(/{{(?<name>[\w-]+)}}/g);
+	const parameters = Array.from(matches).map(
+		(match) => match.groups?.name || ""
+	);
+	return Array.from(new Set(parameters));
+}
+
+export const stringify = (value: unknown): string => {
+	if (typeof value === "string") return value;
+	if (value === undefined) return "undefined";
+	return JSON.stringify(value, null, 2);
+};
+
+export function substitute(template: string, values: InputValues) {
+	return Object.entries(values).reduce(
+		(acc, [key, value]) => acc.replace(`{{${key}}}`, stringify(value)),
+		template
+	);
+}
+
+const concat = code<{ input: string[]; }, OutputValues>(({ input }) => {
+	return { output: input.join("") };
+});
+
+const templatePrompt = code<{ selectedFeature: string, featureResources: string, template: string }, OutputValues>(({selectedFeature, featureResources , template }) => {
+	const parameters = parametersFromTemplate(template);
+	const selectedInput = selectedFeature["filtered"]
+	const resourcesInput = featureResources["resources"]
+
+	if (!parameters.length) return { string: template };
+	const substitutes = parameters.reduce((acc, parameter) => {
+		if (selectedFeature === undefined || featureResources === undefined)
+			throw new Error(`Input is missing parameter "${parameter}"`);
+		const inputs = {"selectedFeature": selectedInput, "featureResources": resourcesInput }
+		return { ...acc, [parameter]: inputs[parameter] };
+	}, {});
+
+	const string = substitute(template, substitutes);
+	return Promise.resolve({ string });
+});
+
+export const StringKit = new KitBuilder({
+	url: ".",
+}).build({
+	concat: async ({list}) => (
+		{
+			output: await concat({input: list as string[]})
+		}
+	),
+	template: async ({selectedFeature, featureResources, template}) => (
+		{
+			output: await templatePrompt({ selectedFeature: selectedFeature as string, featureResources: featureResources as string,  template: template as string })
+		}
+	)
+});
+
+export type StringKit = InstanceType<typeof StringKit>;
+export default StringKit;
\ No newline at end of file
diff --git a/src/examples/autobake/test.md b/src/examples/autobake/test.md
new file mode 100644
index 0000000..51be267
--- /dev/null
+++ b/src/examples/autobake/test.md
@@ -0,0 +1,35 @@
+
+
+ # CSS paint-order for non-SVG text
+
+Adds support for the existing CSS property `paint-order`. This change only affects html (non-SVG) text; SVG text already supports paint-order via attribute or CSS property.
+
+## Summary
+
+This feature adds support for using the `paint-order` CSS property on non-SVG text. The `paint-order` property controls the order that the fill, stroke, and marker of text are painted. This allows text to mimic the effect of SVG text, which already supports `paint-order`.
+
+## Implementation Status
+
+- **Blink Component:** Blink>Paint
+- **Chromium Bug:** [41372165](https://crbug.com/41372165)
+- **Implementation Status:** Enabled by default (Milestone 123)
+- **Enterprise Impact:** Minor
+
+## Consensus & Standardization 
+
+- **Firefox:** Shipped/Shipping
+- **Safari:** Shipped/Shipping  
+- **Web Developers:** No signals
+
+## Next Steps
+
+- Review potential enterprise impact
+- Complete security review
+- Complete privacy review
+
+## References
+
+- [Intent to Implement](https://groups.google.com/a/chromium.org/d/msgid/blink-dev/CAHOQ7J9i%3DwoeX%2Bh%2B1rwpidM%3D5SiMPnCq9fskupy2tDUjXcMAMw%40mail.gmail.com)
+- [Chromium Bug](https://crbug.com/41372165) (New bugs: [File a bug](https://bugs.chromium.org/p/chromium/issues/entry?components=Blink%3EPaint&cc=szager%40chromium.org))
+
+---
\ No newline at end of file
diff --git a/src/examples/kit-with-code-node/README.md b/src/examples/kit-with-code-node/README.md
index edb4cdb..43cf2b8 100644
--- a/src/examples/kit-with-code-node/README.md
+++ b/src/examples/kit-with-code-node/README.md
@@ -46,10 +46,7 @@ classDef slotted stroke:#a64d79
 							"type": "string",
 							"title": "output"
 						}
-					},
-					"required": [
-						"output"
-					]
+					}
 				}
 			}
 		},
diff --git a/src/examples/kit-with-code-node/index.ts b/src/examples/kit-with-code-node/index.ts
index d00ecbc..6cf17a6 100644
--- a/src/examples/kit-with-code-node/index.ts
+++ b/src/examples/kit-with-code-node/index.ts
@@ -29,6 +29,7 @@ const kitInstance = addKit(myKit);
 //  using code node via kit
 const kitBoard = board(({ message }) => {
     const { output } = kitInstance.pipe(message)
+    console.log("OUTPUT", output)
     return { output };
 });
 
diff --git a/tsconfig.json b/tsconfig.json
index 28d8b8a..a1a1f2c 100644
--- a/tsconfig.json
+++ b/tsconfig.json
@@ -7,6 +7,8 @@
 		"noEmit": true,
 		"skipLibCheck": true,
 		"strict": true,
-		"target": "es2017"
+		"target": "es2017",
+		"resolveJsonModule": true,
+		"suppressImplicitAnyIndexErrors": true,
 	}
 }