diff --git a/legacy/.env.example b/legacy/.env.example
new file mode 100644
index 00000000..bff4b1c3
--- /dev/null
+++ b/legacy/.env.example
@@ -0,0 +1,8 @@
+# ------------------------------------------------------------------------------
+# This is an example .env file.
+#
+# All of these environment vars must be defined either in your environment or in
+# a local .env file in order to run the demo for this project.
+# ------------------------------------------------------------------------------
+
+OPENAI_API_KEY=
diff --git a/legacy/package.json b/legacy/package.json
index 29cc30a2..e58f32fe 100644
--- a/legacy/package.json
+++ b/legacy/package.json
@@ -54,5 +54,13 @@
     "openapi",
     "guardrails",
     "plugins"
-  ]
+  ],
+  "dependencies": {
+    "dotenv-safe": "^8.2.0",
+    "openai-fetch": "^1.2.0",
+    "p-map": "^6.0.0",
+    "parse-json": "^7.0.0",
+    "zod": "^3.21.4",
+    "zod-validation-error": "^1.3.0"
+  }
 }
diff --git a/legacy/pnpm-lock.yaml b/legacy/pnpm-lock.yaml
new file mode 100644
index 00000000..05348709
--- /dev/null
+++ b/legacy/pnpm-lock.yaml
@@ -0,0 +1,2539 @@
+lockfileVersion: '6.0'
+
+dependencies:
+  dotenv-safe:
+    specifier: ^8.2.0
+    version: 8.2.0
+  openai-fetch:
+    specifier: ^1.2.0
+    version: 1.2.0
+  p-map:
+    specifier: ^6.0.0
+    version: 6.0.0
+  parse-json:
+    specifier: ^7.0.0
+    version: 7.0.0
+  zod:
+    specifier: ^3.21.4
+    version: 3.21.4
+  zod-validation-error:
+    specifier: ^1.3.0
+    version: 1.3.0(zod@3.21.4)
+
+devDependencies:
+  '@trivago/prettier-plugin-sort-imports':
+    specifier: ^4.1.1
+    version: 4.1.1(prettier@2.8.7)
+  '@types/node':
+    specifier: ^18.15.13
+    version: 18.15.13
+  del-cli:
+    specifier: ^5.0.0
+    version: 5.0.0
+  husky:
+    specifier: ^8.0.3
+    version: 8.0.3
+  lint-staged:
+    specifier: ^13.2.1
+    version: 13.2.1
+  npm-run-all:
+    specifier: ^4.1.5
+    version: 4.1.5
+  prettier:
+    specifier: ^2.8.7
+    version: 2.8.7
+  tsup:
+    specifier: ^6.7.0
+    version: 6.7.0(typescript@5.0.4)
+  tsx:
+    specifier: ^3.12.6
+    version: 3.12.6
+  typescript:
+    specifier: ^5.0.4
+    version: 5.0.4
+
+packages:
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+  /typed-array-length@1.0.4:
+    resolution: {integrity: sha512-KjZypGq+I/H7HI5HlOoGHkWUUGq+Q0TPhQurLbyrVrvnKTBgzLhIJ7j6J/XTQOi0d1RjyZ0wdas8bKs2p0x3Ng==}
+    dependencies:
+      call-bind: 1.0.2
+      for-each: 0.3.3
+      is-typed-array: 1.1.10
+    dev: true
+
+  /typescript@5.0.4:
+    resolution: {integrity: sha512-cW9T5W9xY37cc+jfEnaUvX91foxtHkza3Nw3wkoF4sSlKn0MONdkdEndig/qPBWXNkmplh3NzayQzCiHM4/hqw==}
+    engines: {node: '>=12.20'}
+    hasBin: true
+    dev: true
+
+  /unbox-primitive@1.0.2:
+    resolution: {integrity: sha512-61pPlCD9h51VoreyJ0BReideM3MDKMKnh6+V9L08331ipq6Q8OFXZYiqP6n/tbHx4s5I9uRhcye6BrbkizkBDw==}
+    dependencies:
+      call-bind: 1.0.2
+      has-bigints: 1.0.2
+      has-symbols: 1.0.3
+      which-boxed-primitive: 1.0.2
+    dev: true
+
+  /validate-npm-package-license@3.0.4:
+    resolution: {integrity: sha512-DpKm2Ui/xN7/HQKCtpZxoRWBhZ9Z0kqtygG8XCgNQ8ZlDnxuQmWhj566j8fN4Cu3/JmbhsDo7fcAJq4s9h27Ew==}
+    dependencies:
+      spdx-correct: 3.2.0
+      spdx-expression-parse: 3.0.1
+    dev: true
+
+  /webidl-conversions@4.0.2:
+    resolution: {integrity: sha512-YQ+BmxuTgd6UXZW3+ICGfyqRyHXVlD5GtQr5+qjiNW7bF0cqrzX500HVXPBOvgXb5YnzDd+h0zqyv61KUD7+Sg==}
+    dev: true
+
+  /whatwg-url@7.1.0:
+    resolution: {integrity: sha512-WUu7Rg1DroM7oQvGWfOiAK21n74Gg+T4elXEQYkOhtyLeWiJFoOGLXPKI/9gzIie9CtwVLm8wtw6YJdKyxSjeg==}
+    dependencies:
+      lodash.sortby: 4.7.0
+      tr46: 1.0.1
+      webidl-conversions: 4.0.2
+    dev: true
+
+  /which-boxed-primitive@1.0.2:
+    resolution: {integrity: sha512-bwZdv0AKLpplFY2KZRX6TvyuN7ojjr7lwkg6ml0roIy9YeuSr7JS372qlNW18UQYzgYK9ziGcerWqZOmEn9VNg==}
+    dependencies:
+      is-bigint: 1.0.4
+      is-boolean-object: 1.1.2
+      is-number-object: 1.0.7
+      is-string: 1.0.7
+      is-symbol: 1.0.4
+    dev: true
+
+  /which-typed-array@1.1.9:
+    resolution: {integrity: sha512-w9c4xkx6mPidwp7180ckYWfMmvxpjlZuIudNtDf4N/tTAUB8VJbX25qZoAsrtGuYNnGw3pa0AXgbGKRB8/EceA==}
+    engines: {node: '>= 0.4'}
+    dependencies:
+      available-typed-arrays: 1.0.5
+      call-bind: 1.0.2
+      for-each: 0.3.3
+      gopd: 1.0.1
+      has-tostringtag: 1.0.0
+      is-typed-array: 1.1.10
+    dev: true
+
+  /which@1.3.1:
+    resolution: {integrity: sha512-HxJdYWq1MTIQbJ3nw0cqssHoTNU267KlrDuGZ1WYlxDStUtKUhOaJmh112/TZmHxxUfuJqPXSOm7tDyas0OSIQ==}
+    hasBin: true
+    dependencies:
+      isexe: 2.0.0
+    dev: true
+
+  /which@2.0.2:
+    resolution: {integrity: sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==}
+    engines: {node: '>= 8'}
+    hasBin: true
+    dependencies:
+      isexe: 2.0.0
+    dev: true
+
+  /wrap-ansi@6.2.0:
+    resolution: {integrity: sha512-r6lPcBGxZXlIcymEu7InxDMhdW0KDxpLgoFLcguasxCaJ/SOIZwINatK9KY/tf+ZrlywOKU0UDj3ATXUBfxJXA==}
+    engines: {node: '>=8'}
+    dependencies:
+      ansi-styles: 4.3.0
+      string-width: 4.2.3
+      strip-ansi: 6.0.1
+    dev: true
+
+  /wrap-ansi@7.0.0:
+    resolution: {integrity: sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==}
+    engines: {node: '>=10'}
+    dependencies:
+      ansi-styles: 4.3.0
+      string-width: 4.2.3
+      strip-ansi: 6.0.1
+    dev: true
+
+  /wrappy@1.0.2:
+    resolution: {integrity: sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==}
+    dev: true
+
+  /yallist@4.0.0:
+    resolution: {integrity: sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==}
+    dev: true
+
+  /yaml@1.10.2:
+    resolution: {integrity: sha512-r3vXyErRCYJ7wg28yvBY5VSoAF8ZvlcW9/BwUzEtUsjvX/DKs24dIkuwjtuprwJJHsbyUbLApepYTR1BN4uHrg==}
+    engines: {node: '>= 6'}
+    dev: true
+
+  /yaml@2.2.2:
+    resolution: {integrity: sha512-CBKFWExMn46Foo4cldiChEzn7S7SRV+wqiluAb6xmueD/fGyRHIhX8m14vVGgeFWjN540nKCNVj6P21eQjgTuA==}
+    engines: {node: '>= 14'}
+    dev: true
+
+  /yargs-parser@20.2.9:
+    resolution: {integrity: sha512-y11nGElTIV+CT3Zv9t7VKl+Q3hTQoT9a1Qzezhhl6Rp21gJ/IVTW7Z3y9EWXhuUBC2Shnf+DX0antecpAwSP8w==}
+    engines: {node: '>=10'}
+    dev: true
+
+  /yocto-queue@0.1.0:
+    resolution: {integrity: sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==}
+    engines: {node: '>=10'}
+    dev: true
+
+  /zod-validation-error@1.3.0(zod@3.21.4):
+    resolution: {integrity: sha512-4WoQnuWnj06kwKR4A+cykRxFmy+CTvwMQO5ogTXLiVx1AuvYYmMjixh7sbkSsQTr1Fvtss6d5kVz8PGeMPUQjQ==}
+    engines: {node: '>=16.0.0'}
+    peerDependencies:
+      zod: ^3.18.0
+    dependencies:
+      zod: 3.21.4
+    dev: false
+
+  /zod@3.21.4:
+    resolution: {integrity: sha512-m46AKbrzKVzOzs/DZgVnG5H55N1sv1M8qZU3A8RIKbs3mrACDNeIOeilDymVb2HdmP8uwshOCF4uJ8uM9rCqJw==}
+    dev: false
diff --git a/legacy/readme.md b/legacy/readme.md
index 25928750..26646db7 100644
--- a/legacy/readme.md
+++ b/legacy/readme.md
@@ -15,6 +15,43 @@
 
 TODO
 
+## Use Cases
+
+https://platform.openai.com/examples
+
+- text completion
+  - text generation
+  - text classification
+    - https://platform.openai.com/docs/guides/completion/classification
+    - https://docs.cohere.com/docs/text-classification-with-classify
+    - special cases
+      - content moderation
+        - https://platform.openai.com/docs/guides/moderation/overview
+      - language detection
+  - conversation
+  - transformation
+    - translation
+    - conversion
+    - summarization
+  - completion
+  - factual responses
+- chat completion
+- entity extraction
+- reranking
+
+// take in a query and a list of texts and produces an ordered array with each text assigned a relevance score.
+// generate JSON conforming to a zod schema
+// generate a string conforming to a zod schema
+// generate TS code and ensure it is valid syntax + valid exports
+// generate HTML and ensure it parses correctly
+// primitives (boolean, number, z.coerce.date, string)
+// classifier (enum)
+// CSV
+
+// retry strategies
+
+// separate the prompt formatting from the inference call?
+
 ## License
 
 MIT © [Travis Fischer](https://transitivebullsh.it)
diff --git a/legacy/src/fluent-scratch.ts b/legacy/src/fluent-scratch.ts
new file mode 100644
index 00000000..cc8fb0c8
--- /dev/null
+++ b/legacy/src/fluent-scratch.ts
@@ -0,0 +1,77 @@
+import { z } from 'zod'
+
+async function main() {
+  const $ = {} as any
+
+  // work with a single input or an array of inputs using p-map under the hood
+
+  const ex0 = await $.gpt4(`give me a single boolean value: `)
+    .output(z.boolean())
+    .retry({ attempts: 3 })
+    .call()
+
+  // LLM
+  // give me a single boolean value
+  // given an output as a boolean.
+  // true/false
+
+  const ex1 = await $.gpt4(
+    'give me a list of character names from star wars'
+  ).output(z.array(z.string().nonempty()))
+
+  const ex2 = await $.gpt4(`Summarize the following text: {{text}}`)
+    .output(z.string().nonempty())
+    .input(z.object({ text: z.string().nonempty() }))
+    .call({
+      text: 'The quick brown fox jumps over the lazy dog.'
+    })
+
+  const ext22 = await $.gpt4({ temperature: 0 }).call({
+    messages: [
+      // TEST
+    ]
+  })
+
+  const ex3 = await $.gpt4({
+    temperature: 0,
+    messages: [
+      {
+        role: 'system',
+        content: 'You extract movie titles from text.'
+      },
+      {
+        role: 'user',
+        content: `Extract the movie title from the following text or return 'none' if no movie title is found.`
+      }
+    ]
+  })
+    .examples([
+      {
+        input: `Deadpool 2 | Official HD Deadpool's "Wet on Wet" Teaser | 2018`,
+        output: `Deadpool 2`
+      },
+      {
+        input: `Jordan Peele Just Became the First Black Writer-Director With a $100M Movie Debut`,
+        output: 'none'
+      },
+      {
+        input: 'Joker Officially Rated “R”',
+        output: 'Joker'
+      },
+      {
+        input: `Ryan Reynolds’ 'Free Guy' Receives July 3, 2020 Release Date - About a bank teller stuck in his routine that discovers he’s an NPC character in a brutal open world game.`,
+        output: 'Free Guy'
+      },
+      {
+        input: 'James Cameron congratulates Kevin Feige and Marvel!',
+        output: 'none'
+      },
+      {
+        input:
+          'The Cast of Guardians of the Galaxy release statement on James Gunn',
+        output: 'Guardians of the Galaxy'
+      }
+    ])
+    .output(z.string().nonempty())
+    .call()
+}
diff --git a/legacy/src/index.ts b/legacy/src/index.ts
new file mode 100644
index 00000000..9c56149e
--- /dev/null
+++ b/legacy/src/index.ts
@@ -0,0 +1 @@
+export * from './utils'
diff --git a/legacy/src/llm.ts b/legacy/src/llm.ts
new file mode 100644
index 00000000..acb68e34
--- /dev/null
+++ b/legacy/src/llm.ts
@@ -0,0 +1,139 @@
+import type { ZodType } from 'zod'
+
+import * as types from './types'
+
+export class Agentic {
+  _client: types.openai.OpenAIClient
+  _verbosity: number
+  _defaults: Pick<
+    types.BaseLLMOptions,
+    'provider' | 'model' | 'modelParams' | 'timeoutMs' | 'retryConfig'
+  >
+
+  constructor(
+    client: types.openai.OpenAIClient,
+    opts: {
+      verbosity?: number
+      defaults?: Pick<
+        types.BaseLLMOptions,
+        'provider' | 'model' | 'modelParams' | 'timeoutMs' | 'retryConfig'
+      >
+    } = {}
+  ) {
+    this._client = client
+    this._verbosity = opts.verbosity ?? 0
+    this._defaults = {
+      provider: 'openai',
+      model: 'gpt-3.5-turbo',
+      modelParams: {},
+      timeoutMs: 30000,
+      retryConfig: {
+        attempts: 3,
+        strategy: 'heal',
+        ...opts.defaults?.retryConfig
+      },
+      ...opts.defaults
+    }
+  }
+
+  gpt4(
+    promptOrChatCompletionParams: string | types.openai.ChatCompletionParams
+  ) {
+    let options: Omit<types.openai.ChatCompletionParams, 'model'>
+
+    if (typeof promptOrChatCompletionParams === 'string') {
+      options = {
+        messages: [
+          {
+            role: 'user',
+            content: promptOrChatCompletionParams
+          }
+        ]
+      }
+    } else {
+      options = promptOrChatCompletionParams
+
+      if (!options.messages) {
+        throw new Error()
+      }
+    }
+
+    return new OpenAIChatModelBuilder(this._client, {
+      ...(this._defaults as any), // TODO
+      model: 'gpt-4',
+      ...options
+    })
+  }
+}
+
+export abstract class BaseLLMCallBuilder<TInput, TOutput, TModelParams> {
+  _options: types.BaseLLMOptions<TInput, TOutput, TModelParams>
+
+  constructor(options: types.BaseLLMOptions<TInput, TOutput, TModelParams>) {
+    this._options = options
+  }
+
+  input(inputSchema: ZodType<TInput>) {
+    this._options.input = inputSchema
+    return this
+  }
+
+  output(outputSchema: ZodType<TOutput>) {
+    this._options.output = outputSchema
+    return this
+  }
+
+  examples(examples: types.LLMExample[]) {
+    this._options.examples = examples
+    return this
+  }
+
+  retry(retryConfig: types.LLMRetryConfig) {
+    this._options.retryConfig = retryConfig
+    return this
+  }
+
+  abstract call(input?: TInput): Promise<TOutput>
+}
+
+export abstract class ChatModelBuilder<
+  TInput,
+  TOutput,
+  TModelParams
+> extends BaseLLMCallBuilder<TInput, TOutput, TModelParams> {
+  _messages: types.ChatMessage[]
+
+  constructor(options: types.ChatModelOptions<TInput, TOutput, TModelParams>) {
+    super(options)
+
+    this._messages = options.messages
+  }
+}
+
+export class OpenAIChatModelBuilder<TInput, TOutput> extends ChatModelBuilder<
+  TInput,
+  TOutput,
+  Omit<types.openai.ChatCompletionParams, 'messages'>
+> {
+  _client: types.openai.OpenAIClient
+
+  constructor(
+    client: types.openai.OpenAIClient,
+    options: types.ChatModelOptions<
+      TInput,
+      TOutput,
+      Omit<types.openai.ChatCompletionParams, 'messages'>
+    >
+  ) {
+    super({
+      provider: 'openai',
+      ...options
+    })
+
+    this._client = client
+  }
+
+  override async call(input?: TInput): Promise<TOutput> {
+    // TODO
+  }
+}
diff --git a/legacy/src/types.ts b/legacy/src/types.ts
new file mode 100644
index 00000000..830e13a6
--- /dev/null
+++ b/legacy/src/types.ts
@@ -0,0 +1,53 @@
+import * as openai from 'openai-fetch'
+import type { ZodType } from 'zod'
+
+export { openai }
+
+export interface BaseLLMOptions<
+  TInput = any,
+  TOutput = any,
+  TModelParams = Record<string, any>
+> {
+  provider?: string
+  model?: string
+  modelParams?: TModelParams
+  timeoutMs?: number
+
+  input?: ZodType<TInput>
+  output?: ZodType<TOutput>
+  examples?: LLMExample[]
+  retryConfig?: LLMRetryConfig
+}
+
+export interface LLMOptions<
+  TInput = any,
+  TOutput = any,
+  TModelParams = Record<string, any>
+> extends BaseLLMOptions<TInput, TOutput, TModelParams> {
+  promptTemplate?: string
+  promptPrefix?: string
+  promptSuffix?: string
+}
+
+export interface ChatMessage {
+  role: 'user' | 'system' | 'assistant' | 'tool'
+  content: string
+}
+
+export interface ChatModelOptions<
+  TInput = any,
+  TOutput = any,
+  TModelParams = Record<string, any>
+> extends BaseLLMOptions<TInput, TOutput, TModelParams> {
+  messages: ChatMessage[]
+}
+
+export interface LLMExample {
+  input: string
+  output: string
+}
+
+export interface LLMRetryConfig {
+  attempts: number
+  strategy: string
+}
diff --git a/legacy/src/utils.ts b/legacy/src/utils.ts
new file mode 100644
index 00000000..8a007b42
--- /dev/null
+++ b/legacy/src/utils.ts
@@ -0,0 +1,39 @@
+import dotenv from 'dotenv-safe'
+import { OpenAIClient } from 'openai-fetch'
+import { z } from 'zod'
+import { fromZodError } from 'zod-validation-error'
+
+dotenv.config()
+
+interface Temp {
+  contentType: string
+}
+
+async function main() {
+  const openai = new OpenAIClient({ apiKey: process.env.OPENAI_API_KEY })
+
+  const outputSchema = z.object({})
+
+  const res = await openai.createChatCompletion({
+    model: 'gpt-4',
+    messages: [
+      {
+        role: 'system',
+        content: ''
+      }
+    ]
+  })
+
+  const out = await infer('give me a single boolean value', z.boolean(), {})
+}
+
+async function infer<T = any>(
+  prompt: string,
+  schema: z.ZodType<T>,
+  { retry }
+): Promise<T> {}
+
+main().catch((err) => {
+  console.error('error', err)
+  process.exit(1)
+})