diff --git a/examples/chatbot.ts b/examples/chatbot.ts
new file mode 100644
index 0000000..0b35bc8
--- /dev/null
+++ b/examples/chatbot.ts
@@ -0,0 +1,80 @@
+import { z } from 'zod';
+import { createAgent } from '../src';
+import { openai } from '@ai-sdk/openai';
+import { assign, createActor, log, setup } from 'xstate';
+import { getFromTerminal } from './helpers/helpers';
+import { fromDecision } from '../src';
+
+const agent = createAgent({
+  name: 'chatbot',
+  model: openai('gpt-4-turbo'),
+  events: {
+    'agent.respond': z.object({
+      response: z.string().describe('The response from the agent'),
+    }),
+    'agent.endConversation': z.object({}).describe('Stop the conversation'),
+  },
+});
+
+const machine = setup({
+  types: {
+    context: {} as {
+      conversation: string[];
+    },
+    events: agent.eventTypes,
+  },
+  actors: { agent: fromDecision(agent), getFromTerminal },
+}).createMachine({
+  initial: 'waiting',
+  context: {
+    conversation: [],
+  },
+  states: {
+    waiting: {
+      invoke: {
+        src: 'getFromTerminal',
+        input: 'User:',
+        onDone: {
+          actions: assign({
+            conversation: (x) =>
+              x.context.conversation.concat('User: ' + x.event.output),
+          }),
+          target: 'responding',
+        },
+      },
+    },
+    responding: {
+      invoke: {
+        src: 'agent',
+        input: (x) => ({
+          context: {
+            conversation: x.context.conversation,
+          },
+          goal: 'Respond to the user, unless they want to end the conversation.',
+        }),
+      },
+      on: {
+        'agent.respond': {
+          actions: [
+            assign({
+              conversation: (x) =>
+                x.context.conversation.concat('Assistant: ' + x.event.response),
+            }),
+            log((x) => `Agent: ${x.event.response}`),
+          ],
+          target: 'waiting',
+        },
+        'agent.endConversation': 'finished',
+      },
+    },
+    finished: {
+      type: 'final',
+    },
+  },
+  exit: () => {
+    console.log('End of conversation.');
+    process.exit();
+  },
+});
+
+createActor(machine).start();
diff --git a/examples/email.ts b/examples/email.ts
new file mode 100644
index 0000000..357f1db
--- /dev/null
+++ b/examples/email.ts
@@ -0,0 +1,117 @@
+import { z } from 'zod';
+import { createAgent, fromDecision } from '../src';
+import { openai } from '@ai-sdk/openai';
+import { assign, createActor, setup } from 'xstate';
+import { getFromTerminal } from './helpers/helpers';
+
+const agent = createAgent({
+  name: 'email',
+  model: openai('gpt-4'),
+  events: {
+    askForClarification: z.object({
+      questions: z.array(z.string()).describe('The questions to ask the agent'),
+    }),
+    submitEmail: z.object({
+      email: z.string().describe('The email to submit'),
+    }),
+  },
+});
+
+const machine = setup({
+  types: {
+    events: agent.eventTypes,
+    input: {} as {
+      email: string;
+      instructions: string;
+    },
+    context: {} as {
+      email: string;
+      instructions: string;
+      clarifications: string[];
+      replyEmail: string | null;
+    },
+  },
+  actors: { agent: fromDecision(agent), getFromTerminal },
+}).createMachine({
+  initial: 'checking',
+  context: (x) => ({
+    email: x.input.email,
+    instructions: x.input.instructions,
+    clarifications: [],
+    replyEmail: null,
+  }),
+  states: {
+    checking: {
+      invoke: {
+        src: 'agent',
+        input: (x) => ({
+          context: {
+            email: x.context.email,
+            instructions: x.context.instructions,
+            clarifications: x.context.clarifications,
+          },
+          goal: 'Your goal is to respond to the email given the instructions and the provided clarifications. If not enough information is provided, ask for clarification. Otherwise, create and submit a response email.',
+        }),
+      },
+      on: {
+        askForClarification: {
+          actions: (x) => console.log(x.event.questions.join('\n')),
+          target: 'clarifying',
+        },
+        submitEmail: {
+          target: 'submitting',
+        },
+      },
+    },
+    clarifying: {
+      invoke: {
+        src: 'getFromTerminal',
+        input: `Please provide answers to the questions above`,
+        onDone: {
+          actions: assign({
+            clarifications: (x) =>
+              x.context.clarifications.concat(x.event.output),
+          }),
+          target: 'checking',
+        },
+      },
+    },
+    submitting: {
+      invoke: {
+        src: 'agent',
+        input: ({ context }) => ({
+          context: {
+            email: context.email,
+            instructions: context.instructions,
+            clarifications: context.clarifications,
+          },
+          goal: `Create and submit an email based on the instructions.`,
+        }),
+      },
+      on: {
+        submitEmail: {
+          actions: assign({
+            replyEmail: ({ event }) => event.email,
+          }),
+          target: 'done',
+        },
+      },
+    },
+    done: {
+      type: 'final',
+      entry: (x) => console.log(x.context.replyEmail),
+    },
+  },
+  exit: () => {
+    console.log('End of conversation.');
+    process.exit();
+  },
+});
+
+createActor(machine, {
+  input: {
+    email: 'That sounds great! When are you available?',
+    instructions:
+      'Tell them when I am available. Address them by his full (first and last) name.',
+  },
+}).start();
diff --git a/examples/example.ts b/examples/example.ts
index b50a036..e720955 100644
--- a/examples/example.ts
+++ b/examples/example.ts
@@ -1,9 +1,10 @@
 import { z } from 'zod';
-import { createAgent } from '../src';
+import { createAgent, fromDecision, fromText } from '../src';
 import { openai } from '@ai-sdk/openai';
 import { assign, createActor, setup } from 'xstate';
 
 const agent = createAgent({
+  name: 'example',
   model: openai('gpt-4-turbo'),
   events: {
     'agent.englishSummary': z.object({
@@ -19,7 +20,7 @@ const machine = setup({
   types: {
     events: agent.eventTypes,
   },
-  actors: { agent: agent.fromDecision(), summarizer: agent.fromText() },
+  actors: { agent: fromDecision(agent), summarizer: fromText(agent) },
 }).createMachine({
   initial: 'summarizing',
   context: {
diff --git a/examples/goal.ts b/examples/goal.ts
index 51f818a..97dbb2d 100644
--- a/examples/goal.ts
+++ b/examples/goal.ts
@@ -1,10 +1,11 @@
 import { z } from 'zod';
-import { createAgent } from '../src';
+import { createAgent, fromDecision } from '../src';
 import { openai } from '@ai-sdk/openai';
 import { assign, createActor, log, setup } from 'xstate';
 import { getFromTerminal } from './helpers/helpers';
 
 const agent = createAgent({
+  name: 'goal',
   model: openai('gpt-4-turbo'),
   events: {
     'agent.createGoal': z.object({
@@ -16,7 +17,7 @@ const agent = createAgent({
   },
 });
 
-const decider = agent.fromDecision();
+const decider = fromDecision(agent);
 
 const machine = setup({
   types: {
diff --git a/examples/joke.ts b/examples/joke.ts
index 113beaa..f1bde84 100644
--- a/examples/joke.ts
+++ b/examples/joke.ts
@@ -1,5 +1,5 @@
 import { assign, createActor, fromCallback, log, setup } from 'xstate';
-import { createAgent } from '../src';
+import { createAgent, fromDecision } from '../src';
 import { loadingAnimation } from './helpers/loader';
 import { z } from 'zod';
 import { openai } from '@ai-sdk/openai';
@@ -45,6 +45,7 @@ const loader = fromCallback(({ input }: { input: string }) => {
 });
 
 const agent = createAgent({
+  name: 'joke-teller',
   model: openai('gpt-4-turbo'),
   events: {
     askForTopic: z.object({
@@ -59,12 +60,12 @@ const agent = createAgent({
       explanation: z.string(),
     }),
     'agent.continue': z.object({}).describe('Continue'),
-    'agent.irrelevantJoke': z
+    'agent.markAsIrrelevant': z
       .object({
         explanation: z.string(),
       })
       .describe('Explains why the joke was irrelevant'),
-    'agent.relevantJoke': z.object({}).describe('The joke was relevant'),
+    'agent.markAsRelevant': z.object({}).describe('The joke was relevant'),
   },
 });
 
@@ -80,7 +81,7 @@ const jokeMachine = setup({
     events: agent.eventTypes,
   },
   actors: {
-    agent: agent.fromDecision(),
+    agent: fromDecision(agent),
     loader,
     getFromTerminal,
   },
@@ -129,7 +130,7 @@ const jokeMachine = setup({
             assign({
               jokes: ({ context, event }) => [...context.jokes, event.joke],
             }),
-            log(({ event }) => event.joke),
+            log((x) => x.event.joke),
           ],
           target: 'relevance',
         },
@@ -147,12 +148,12 @@ const jokeMachine = setup({
         }),
       },
       on: {
-        'agent.irrelevantJoke': {
+        'agent.markAsIrrelevant': {
           actions: log((x) => 'Irrelevant joke: ' + x.event.explanation),
           target: 'waitingForTopic',
           description: 'Continue',
         },
-        'agent.relevantJoke': {
+        'agent.markAsRelevant': {
           actions: log('Joke was relevant'),
           target: 'rateJoke',
         },
@@ -223,4 +224,8 @@ const jokeMachine = setup({
 
 const actor = createActor(jokeMachine);
 
+agent.onMessage((msg) => {
+  console.log(msg);
+});
+
 actor.start();
diff --git a/examples/multi.ts b/examples/multi.ts
index 8bac78f..bb00be9 100644
--- a/examples/multi.ts
+++ b/examples/multi.ts
@@ -1,10 +1,11 @@
-import { createAgent } from '../src';
+import { createAgent, fromDecision } from '../src';
 import { z } from 'zod';
 import { assign, createActor, log, setup } from 'xstate';
 import { getFromTerminal } from './helpers/helpers';
 import { openai } from '@ai-sdk/openai';
 
 const agent = createAgent({
+  name: 'multi',
   model: openai('gpt-4-1106-preview'),
   events: {
     'agent.respond': z.object({
@@ -22,7 +23,7 @@ const machine = setup({
   },
   actors: {
     getFromTerminal,
-    agent: agent.fromDecision(),
+    agent: fromDecision(agent),
   },
 }).createMachine({
   initial: 'asking',
@@ -68,7 +69,7 @@ const machine = setup({
       invoke: {
         src: 'agent',
         input: ({ context }) => ({
-          model: 'gpt-3.5-turbo-16k-0613',
+          model: openai('gpt-3.5-turbo-16k-0613'),
           context,
           goal: 'Debate the topic, and take the negative position. Respond directly to the last message of the discourse. Keep it short.',
         }),
diff --git a/examples/number.ts b/examples/number.ts
index 917a797..93c4022 100644
--- a/examples/number.ts
+++ b/examples/number.ts
@@ -1,10 +1,11 @@
-import { createAgent } from '../src';
+import { createAgent, fromDecision } from '../src';
 import { assign, createActor, log, setup } from 'xstate';
 import { z } from 'zod';
 import { openai } from '@ai-sdk/openai';
 import { getFromTerminal } from './helpers/helpers';
 
 const agent = createAgent({
+  name: 'number-guesser',
   model: openai('gpt-3.5-turbo-1106'),
   events: {
     'agent.guess': z.object({
@@ -22,7 +23,7 @@ const machine = setup({
     events: agent.eventTypes,
   },
   actors: {
-    agent: agent.fromDecision(),
+    agent: fromDecision(agent),
     getFromTerminal,
   },
 }).createMachine({
diff --git a/examples/raffle.ts b/examples/raffle.ts
index 6eb14db..033e5ca 100644
--- a/examples/raffle.ts
+++ b/examples/raffle.ts
@@ -1,10 +1,11 @@
 import { z } from 'zod';
-import { createAgent } from '../src';
+import { createAgent, fromDecision } from '../src';
 import { openai } from '@ai-sdk/openai';
 import { assign, createActor, log, setup } from 'xstate';
 import { getFromTerminal } from './helpers/helpers';
 
 const agent = createAgent({
+  name: 'raffle-chooser',
   model: openai('gpt-4-turbo'),
   events: {
     'agent.collectEntries': z.object({}).describe('Collect more entries'),
@@ -28,7 +29,7 @@ const machine = setup({
     },
     events: {} as typeof agent.eventTypes | { type: 'draw' },
   },
-  actors: { agent: agent.fromDecision(), getFromTerminal },
+  actors: { agent: fromDecision(agent), getFromTerminal },
 }).createMachine({
   context: {
     lastInput: null,
diff --git a/examples/simple.ts b/examples/simple.ts
index 30be375..25c8bab 100644
--- a/examples/simple.ts
+++ b/examples/simple.ts
@@ -1,9 +1,10 @@
-import { createAgent } from '../src';
+import { createAgent, fromDecision } from '../src';
 import { z } from 'zod';
 import { setup, createActor } from 'xstate';
 import { openai } from '@ai-sdk/openai';
 
 const agent = createAgent({
+  name: 'simple',
   model: openai('gpt-3.5-turbo-16k-0613'),
   events: {
     'agent.thought': z.object({
@@ -13,7 +14,7 @@ const agent = createAgent({
 });
 
 const machine = setup({
-  actors: { agent: agent.fromDecision() },
+  actors: { agent: fromDecision(agent) },
 }).createMachine({
   initial: 'thinking',
   states: {
diff --git a/examples/support.ts b/examples/support.ts
index 46504e9..90d17e2 100644
--- a/examples/support.ts
+++ b/examples/support.ts
@@ -1,9 +1,10 @@
 import { openai } from '@ai-sdk/openai';
-import { createAgent } from '../src';
+import { createAgent, fromDecision } from '../src';
 import { z } from 'zod';
 import { createActor, log, setup } from 'xstate';
 
 const agent = createAgent({
+  name: 'support-agent',
   model: openai('gpt-4-1106-preview'),
   events: {
     'agent.respond': z.object({
@@ -40,7 +41,7 @@ const machine = setup({
       customerIssue: string;
     },
   },
-  actors: { agent: agent.fromDecision() },
+  actors: { agent: fromDecision(agent) },
 }).createMachine({
   initial: 'frontline',
   context: ({ input }) => ({
diff --git a/examples/ticTacToe.ts b/examples/ticTacToe.ts
index 2404abd..2438665 100644
--- a/examples/ticTacToe.ts
+++ b/examples/ticTacToe.ts
@@ -1,9 +1,11 @@
 import { assign, setup, assertEvent, createActor } from 'xstate';
 import { z } from 'zod';
-import { createAgent } from '../src';
+import { createAgent, fromDecision, fromTextStream } from '../src';
 import { openai } from '@ai-sdk/openai';
+import { defaultToolCallTemplate } from '../src/templates/defaultToolCall';
 
 const agent = createAgent({
+  name: 'tic-tac-toe-bot',
   model: openai('gpt-4-0125-preview'),
   events: {
     'agent.x.play': z.object({
@@ -76,8 +78,8 @@ export const ticTacToeMachine = setup({
     events: agent.eventTypes,
   },
   actors: {
-    agent: agent.fromDecision(),
-    gameReporter: agent.fromTextStream(),
+    agent: fromDecision(agent),
+    gameReporter: fromTextStream(agent),
   },
   actions: {
     updateBoard: assign({
@@ -191,7 +193,7 @@ export const ticTacToeMachine = setup({
             events: context.events,
             board: context.board,
           },
-          prompt: `Provide a short game report analyzing the game.`,
+          prompt: 'Provide a short game report analyzing the game.',
         }),
         onSnapshot: {
           actions: assign({
diff --git a/examples/todo.ts b/examples/todo.ts
new file mode 100644
index 0000000..f913cf5
--- /dev/null
+++ b/examples/todo.ts
@@ -0,0 +1,132 @@
+import { assign, setup, assertEvent, createActor, createMachine } from 'xstate';
+import { z } from 'zod';
+import { createAgent, fromDecision } from '../src';
+import { openai } from '@ai-sdk/openai';
+import { getFromTerminal } from './helpers/helpers';
+
+const agent = createAgent({
+  name: 'todo',
+  model: openai('gpt-4o'),
+  events: {
+    addTodo: z.object({
+      message: z.string().min(1).max(100).describe('The message of the todo'),
+    }),
+    deleteTodo: z.object({
+      index: z.number().describe('The index of the todo to delete'),
+    }),
+    toggleTodo: z
+      .object({
+        index: z.number().describe('The index of the todo to toggle'),
+      })
+      .describe('Toggle whether the todo item is done or not'),
+    doNothing: z.object({}).describe('Do nothing'),
+  },
+});
+
+interface Todo {
+  message: string;
+  done: boolean;
+}
+
+const machine = setup({
+  types: {
+    context: {} as {
+      todos: Todo[];
+      command: string | null;
+    },
+    events: {} as typeof agent.eventTypes | { type: 'assist'; command: string },
+  },
+  actors: { agent: fromDecision(agent), getFromTerminal },
+}).createMachine({
+  context: {
+    command: null,
+    todos: [],
+  },
+  on: {
+    addTodo: {
+      actions: assign({
+        todos: ({ context, event }) => [
+          ...context.todos,
+          {
+            message: event.message,
+            done: false,
+          },
+        ],
+        command: null,
+      }),
+      target: '.idle',
+    },
+    deleteTodo: {
+      actions: assign({
+        todos: ({ context, event }) => {
+          const todos = [...context.todos];
+          todos.splice(event.index, 1);
+          return todos;
+        },
+        command: null,
+      }),
+      target: '.idle',
+    },
+    toggleTodo: {
+      actions: assign({
+        todos: ({ context, event }) => {
+          const todos = context.todos.map((todo, i) => {
+            if (i === event.index) {
+              return {
+                ...todo,
+                done: !todo.done,
+              };
+            }
+            return todo;
+          });
+
+          return todos;
+        },
+        command: null,
+      }),
+      target: '.idle',
+    },
+    doNothing: { target: '.idle' },
+  },
+  initial: 'idle',
+  states: {
+    idle: {
+      invoke: {
+        src: 'getFromTerminal',
+        input: '\nEnter a command:',
+        onDone: {
+          actions: assign({
+            command: ({ event }) => event.output,
+          }),
+          target: 'assisting',
+        },
+      },
+      on: {
+        assist: {
+          target: 'assisting',
+          actions: assign({
+            command: ({ event }) => event.command,
+          }),
+        },
+      },
+    },
+    assisting: {
+      invoke: {
+        src: 'agent',
+        input: (x) => ({
+          context: {
+            command: x.context.command,
+            todos: x.context.todos,
+          },
+          goal: 'Interpret the command as an action for this todo list; for example, "I need donuts" would add a todo item with the message "Get donuts".',
+        }),
+      },
+    },
+  },
+});
+
+const actor = createActor(machine);
+actor.subscribe((s) => {
+  console.log(s.context.todos);
+});
+actor.start();
diff --git a/examples/tutor.ts b/examples/tutor.ts
index 5c00fb0..23fc86e 100644
--- a/examples/tutor.ts
+++ b/examples/tutor.ts
@@ -1,10 +1,11 @@
 import { assign, createActor, log, setup } from 'xstate';
 import { getFromTerminal } from './helpers/helpers';
-import { createAgent } from '../src';
+import { createAgent, fromDecision } from '../src';
 import { z } from 'zod';
 import { openai } from '@ai-sdk/openai';
 
 const agent = createAgent({
+  name: 'tutor',
   model: openai('gpt-4-1106-preview'),
   events: {
     teach: z.object({
@@ -29,7 +30,7 @@ const machine = setup({
     },
     events: agent.eventTypes,
   },
-  actors: { agent: agent.fromDecision(), getFromTerminal },
+  actors: { agent: fromDecision(agent), getFromTerminal },
 }).createMachine({
   initial: 'human',
   context: {
diff --git a/examples/verify.ts b/examples/verify.ts
index 7d1cf2e..b1eb33d 100644
--- a/examples/verify.ts
+++ b/examples/verify.ts
@@ -1,10 +1,11 @@
 import { assign, createActor, setup, log } from 'xstate';
 import { getFromTerminal } from './helpers/helpers';
-import { createAgent } from '../src';
+import { createAgent, fromDecision } from '../src';
 import { z } from 'zod';
 import { openai } from '@ai-sdk/openai';
 
 const agent = createAgent({
+  name: 'verifier',
   model: openai('gpt-3.5-turbo-16k-0613'),
   events: {
     'agent.validateAnswer': z.object({
@@ -38,7 +39,7 @@ const machine = setup({
   },
   actors: {
     getFromTerminal,
-    agent: agent.fromDecision(),
+    agent: fromDecision(agent),
   },
 }).createMachine({
   initial: 'askQuestion',
diff --git a/examples/weather.ts b/examples/weather.ts
index 1d06234..48184fe 100644
--- a/examples/weather.ts
+++ b/examples/weather.ts
@@ -1,4 +1,4 @@
-import { createAgent } from '../src';
+import { createAgent, fromDecision } from '../src';
 import { assign, createActor, fromPromise, log, setup } from 'xstate';
 import { getFromTerminal } from './helpers/helpers';
 import { z } from 'zod';
@@ -49,6 +49,7 @@ const getWeather = fromPromise(async ({ input }: { input: string }) => {
 });
 
 const agent = createAgent({
+  name: 'weather',
   model: openai('gpt-4-1106-preview'),
   events: {
     'agent.getWeather': z.object({
@@ -80,7 +81,7 @@ const machine = setup({
     events: agent.eventTypes,
   },
   actors: {
-    agent: agent.fromDecision(),
+    agent: fromDecision(agent),
     getWeather,
     getFromTerminal,
   },
diff --git a/examples/wiki.ts b/examples/wiki.ts
index 98acc86..db2d791 100644
--- a/examples/wiki.ts
+++ b/examples/wiki.ts
@@ -1,16 +1,15 @@
 import { z } from 'zod';
 import { createAgent } from '../src';
 import { openai } from '@ai-sdk/openai';
-import { chainOfNote } from '../src/templates/chain-of-note';
 
 const agent = createAgent({
+  name: 'wiki',
   model: openai('gpt-4-turbo'),
   events: {
     provideAnswer: z.object({
       answer: z.string().describe('The answer'),
     }),
   },
-  template: chainOfNote(),
 });
 
 async function main() {
diff --git a/examples/word.ts b/examples/word.ts
index 7c8ddc9..7a30df6 100644
--- a/examples/word.ts
+++ b/examples/word.ts
@@ -1,6 +1,6 @@
 import { assign, createActor, log, setup } from 'xstate';
 import { getFromTerminal } from './helpers/helpers';
-import { createAgent } from '../src';
+import { createAgent, fromDecision } from '../src';
 import { z } from 'zod';
 import { openai } from '@ai-sdk/openai';
 
@@ -11,10 +11,12 @@ const context = {
 };
 
 const agent = createAgent({
+  name: 'word',
   model: openai('gpt-4-1106-preview'),
   events: {
     'agent.guessLetter': z.object({
       letter: z.string().min(1).max(1).describe('The letter guessed'),
+      reasoning: z.string().describe('The reasoning behind the guess'),
     }),
 
     'agent.guessWord': z.object({
@@ -37,7 +39,7 @@ const wordGuesserMachine = setup({
     events: agent.eventTypes,
   },
   actors: {
-    agent: agent.fromDecision(),
+    agent: fromDecision(agent),
     getFromTerminal,
   },
 }).createMachine({
@@ -48,7 +50,7 @@ const wordGuesserMachine = setup({
       entry: assign(context),
       invoke: {
         src: 'getFromTerminal',
-        input: 'Enter a word',
+        input: 'Enter a word, and an agent will try to guess it.',
         onDone: {
           actions: assign({
             word: ({ event }) => event.output,
@@ -66,21 +68,18 @@ const wordGuesserMachine = setup({
         src: 'agent',
         input: ({ context }) => ({
           context: {
+            wordLength: context.word!.length,
             lettersGuessed: context.lettersGuessed,
+            lettersMatched: context
+              .word!.split('')
+              .map((letter) =>
+                context.lettersGuessed.includes(letter.toUpperCase())
+                  ? letter.toUpperCase()
+                  : '_'
+              )
+              .join(''),
           },
-          goal: `
-          You are trying to guess the word. The word has ${
-            context.word!.length
-          } letters. These letters matched: ${context
-            .word!.split('')
-            .map((letter) =>
-              context.lettersGuessed.includes(letter.toUpperCase())
-                ? letter.toUpperCase()
-                : '_'
-            )
-            .join('')}
-          Please make your next guess - guess a letter or, if you think you know the word, guess the full word. You can only make 10 total guesses. If you are confident you know the word, it is better to guess the word.
-              `,
+          goal: `You are trying to guess the word. Please make your next guess - guess a letter or, if you think you know the word, guess the full word. You can only make 10 total guesses. If you are confident you know the word, it is better to guess the word.`,
         }),
       },
       on: {
@@ -148,9 +147,9 @@ const wordGuesserMachine = setup({
         if (
           context.guessedWord?.toUpperCase() === context.word?.toUpperCase()
         ) {
-          return 'You won!';
+          return 'The agent won!';
         } else {
-          return 'You lost! The word was ' + context.word;
+          return 'The agent lost! The word was ' + context.word;
         }
       }),
       on: {
diff --git a/package.json b/package.json
index f56eebb..6f82ff6 100644
--- a/package.json
+++ b/package.json
@@ -20,28 +20,26 @@
   "license": "MIT",
   "devDependencies": {
     "@changesets/changelog-github": "^0.5.0",
-    "@changesets/cli": "^2.27.1",
+    "@changesets/cli": "^2.27.3",
     "@langchain/community": "^0.0.53",
-    "@langchain/core": "^0.1.61",
+    "@langchain/core": "^0.1.63",
     "@langchain/openai": "^0.0.28",
-    "@types/node": "^20.12.7",
+    "@types/node": "^20.12.12",
     "dotenv": "^16.4.5",
-    "json-schema-to-ts": "^3.0.1",
-    "openai": "^4.33.0",
+    "json-schema-to-ts": "^3.1.0",
     "ts-node": "^10.9.2",
     "tsup": "^8.0.2",
     "typescript": "^5.4.5",
-    "vitest": "^1.5.0",
+    "vitest": "^1.6.0",
     "wikipedia": "^2.1.2",
-    "zod": "^3.22.4",
-    "zod-to-json-schema": "^3.22.5"
+    "zod": "^3.23.8"
   },
   "publishConfig": {
     "access": "public"
   },
   "dependencies": {
     "@ai-sdk/openai": "^0.0.13",
-    "ai": "^3.1.12",
+    "ai": "^3.1.15",
     "xstate": "^5.13.0"
   },
   "packageManager": "pnpm@8.11.0"
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 383c15b..a567526 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -7,67 +7,61 @@ settings:
 dependencies:
   '@ai-sdk/openai':
     specifier: ^0.0.13
-    version: 0.0.13(zod@3.22.4)
+    version: 0.0.13(zod@3.23.8)
   ai:
-    specifier: ^3.1.12
-    version: 3.1.12(openai@4.33.0)(react@18.3.1)(solid-js@1.8.17)(svelte@4.2.15)(vue@3.4.26)(zod@3.22.4)
+    specifier: ^3.1.15
+    version: 3.1.15(react@18.3.1)(solid-js@1.8.17)(svelte@4.2.17)(vue@3.4.27)(zod@3.23.8)
   xstate:
     specifier: ^5.13.0
-    version: registry.npmjs.org/xstate@5.13.0
+    version: 5.13.0
 
 devDependencies:
   '@changesets/changelog-github':
     specifier: ^0.5.0
-    version: registry.npmjs.org/@changesets/changelog-github@0.5.0
+    version: 0.5.0
   '@changesets/cli':
-    specifier: ^2.27.1
-    version: registry.npmjs.org/@changesets/cli@2.27.1
+    specifier: ^2.27.3
+    version: 2.27.3
   '@langchain/community':
     specifier: ^0.0.53
-    version: registry.npmjs.org/@langchain/community@0.0.53(openai@4.33.0)
+    version: 0.0.53
   '@langchain/core':
-    specifier: ^0.1.61
-    version: registry.npmjs.org/@langchain/core@0.1.61(openai@4.33.0)
+    specifier: ^0.1.63
+    version: 0.1.63
   '@langchain/openai':
     specifier: ^0.0.28
-    version: registry.npmjs.org/@langchain/openai@0.0.28
+    version: 0.0.28
   '@types/node':
-    specifier: ^20.12.7
-    version: registry.npmjs.org/@types/node@20.12.7
+    specifier: ^20.12.12
+    version: 20.12.12
   dotenv:
     specifier: ^16.4.5
-    version: registry.npmjs.org/dotenv@16.4.5
+    version: 16.4.5
   json-schema-to-ts:
-    specifier: ^3.0.1
-    version: registry.npmjs.org/json-schema-to-ts@3.0.1
-  openai:
-    specifier: ^4.33.0
-    version: registry.npmjs.org/openai@4.33.0
+    specifier: ^3.1.0
+    version: 3.1.0
   ts-node:
     specifier: ^10.9.2
-    version: registry.npmjs.org/ts-node@10.9.2(@types/node@20.12.7)(typescript@5.4.5)
+    version: 10.9.2(@types/node@20.12.12)(typescript@5.4.5)
   tsup:
     specifier: ^8.0.2
-    version: registry.npmjs.org/tsup@8.0.2(ts-node@10.9.2)(typescript@5.4.5)
+    version: 8.0.2(ts-node@10.9.2)(typescript@5.4.5)
   typescript:
     specifier: ^5.4.5
-    version: registry.npmjs.org/typescript@5.4.5
+    version: 5.4.5
   vitest:
-    specifier: ^1.5.0
-    version: registry.npmjs.org/vitest@1.5.0(@types/node@20.12.7)
+    specifier: ^1.6.0
+    version: 1.6.0(@types/node@20.12.12)
   wikipedia:
     specifier: ^2.1.2
-    version: registry.npmjs.org/wikipedia@2.1.2
+    version: 2.1.2
   zod:
-    specifier: ^3.22.4
-    version: registry.npmjs.org/zod@3.22.4
-  zod-to-json-schema:
-    specifier: ^3.22.5
-    version: registry.npmjs.org/zod-to-json-schema@3.22.5(zod@3.22.4)
+    specifier: ^3.23.8
+    version: 3.23.8
 
 packages:
 
-  /@ai-sdk/openai@0.0.13(zod@3.22.4):
+  /@ai-sdk/openai@0.0.13(zod@3.23.8):
     resolution: {integrity: sha512-V5Jjem+83sVxFNzhNUV25c7uXC33VKIhoo1qN098EMqTriEp9oNCRAaNXf95eVFbFs2bDLVZtkoACv++Go0BUA==, tarball: https://registry.npmjs.org/@ai-sdk/openai/-/openai-0.0.13.tgz}
     engines: {node: '>=18'}
     peerDependencies:
@@ -77,11 +71,27 @@ packages:
         optional: true
     dependencies:
       '@ai-sdk/provider': 0.0.5
-      '@ai-sdk/provider-utils': 0.0.8(zod@3.22.4)
-      zod: registry.npmjs.org/zod@3.22.4
+      '@ai-sdk/provider-utils': 0.0.8(zod@3.23.8)
+      zod: 3.23.8
+    dev: false
+
+  /@ai-sdk/provider-utils@0.0.10(zod@3.23.8):
+    resolution: {integrity: sha512-VAtWHXOKMXfo+Uz384wva5oqm6BTmtp3kVCZGcScubJYjIDApwAIER/a3WcTkeoq5ZXaN23bHT0KBfOhhBSgeg==, tarball: https://registry.npmjs.org/@ai-sdk/provider-utils/-/provider-utils-0.0.10.tgz}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.0.0
+    peerDependenciesMeta:
+      zod:
+        optional: true
+    dependencies:
+      '@ai-sdk/provider': 0.0.7
+      eventsource-parser: 1.1.2
+      nanoid: 3.3.6
+      secure-json-parse: 2.7.0
+      zod: 3.23.8
     dev: false
 
-  /@ai-sdk/provider-utils@0.0.8(zod@3.22.4):
+  /@ai-sdk/provider-utils@0.0.8(zod@3.23.8):
     resolution: {integrity: sha512-J/ZNvFhORd3gCeK3jFvNrxp1Dnvy6PvPq21RJ+OsIEjsoHeKQaHALCWG0aJunXDuzd+Mck/lCg7LqA0qmIbHIg==, tarball: https://registry.npmjs.org/@ai-sdk/provider-utils/-/provider-utils-0.0.8.tgz}
     engines: {node: '>=18'}
     peerDependencies:
@@ -94,7 +104,7 @@ packages:
       eventsource-parser: 1.1.2
       nanoid: 3.3.6
       secure-json-parse: 2.7.0
-      zod: registry.npmjs.org/zod@3.22.4
+      zod: 3.23.8
     dev: false
 
   /@ai-sdk/provider@0.0.5:
@@ -104,6 +114,13 @@ packages:
       json-schema: 0.4.0
     dev: false
 
+  /@ai-sdk/provider@0.0.7:
+    resolution: {integrity: sha512-PZ3L2FNvw4GHI8UFKt0ZHN5R8LFyDMtP6nlQrqT8N7yAcwBJUMTPYmq6SiWCc/S6JRhUM5pU3aUoFaycoLzxlQ==, tarball: https://registry.npmjs.org/@ai-sdk/provider/-/provider-0.0.7.tgz}
+    engines: {node: '>=18'}
+    dependencies:
+      json-schema: 0.4.0
+    dev: false
+
   /@ampproject/remapping@2.3.0:
     resolution: {integrity: sha512-30iZtAPgz+LTIYoeivqYo853f02jBYSd5uGnGpkFV0M3xOt9aN73erkgYAmZU43x4VfqcnLxW9Kpg3R5LC4YYw==, tarball: https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.3.0.tgz}
     engines: {node: '>=6.0.0'}
@@ -112,33 +129,266 @@ packages:
       '@jridgewell/trace-mapping': 0.3.25
     dev: false
 
-  /@babel/helper-string-parser@7.24.1:
-    resolution: {integrity: sha512-2ofRCjnnA9y+wk8b9IAREroeUP02KHp431N2mhKniy2yKIDKpbrHv9eXwm8cBeWQYcJmzv5qKCu65P47eCF7CQ==, tarball: https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.24.1.tgz}
+  /@babel/code-frame@7.24.6:
+    resolution: {integrity: sha512-ZJhac6FkEd1yhG2AHOmfcXG4ceoLltoCVJjN5XsWN9BifBQr+cHJbWi0h68HZuSORq+3WtJ2z0hwF2NG1b5kcA==, tarball: https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.24.6.tgz}
     engines: {node: '>=6.9.0'}
-    dev: false
+    dependencies:
+      '@babel/highlight': 7.24.6
+      picocolors: 1.0.1
+    dev: true
 
-  /@babel/helper-validator-identifier@7.24.5:
-    resolution: {integrity: sha512-3q93SSKX2TWCG30M2G2kwaKeTYgEUp5Snjuj8qm729SObL6nbtUldAi37qbxkD5gg3xnBio+f9nqpSepGZMvxA==, tarball: https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.24.5.tgz}
+  /@babel/helper-string-parser@7.24.6:
+    resolution: {integrity: sha512-WdJjwMEkmBicq5T9fm/cHND3+UlFa2Yj8ALLgmoSQAJZysYbBjw+azChSGPN4DSPLXOcooGRvDwZWMcF/mLO2Q==, tarball: https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.24.6.tgz}
     engines: {node: '>=6.9.0'}
     dev: false
 
-  /@babel/parser@7.24.5:
-    resolution: {integrity: sha512-EOv5IK8arwh3LI47dz1b0tKUb/1uhHAnHJOrjgtQMIpu1uXd9mlFrJg9IUgGUgZ41Ch0K8REPTYpO7B76b4vJg==, tarball: https://registry.npmjs.org/@babel/parser/-/parser-7.24.5.tgz}
+  /@babel/helper-validator-identifier@7.24.6:
+    resolution: {integrity: sha512-4yA7s865JHaqUdRbnaxarZREuPTHrjpDT+pXoAZ1yhyo6uFnIEpS8VMu16siFOHDpZNKYv5BObhsB//ycbICyw==, tarball: https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.24.6.tgz}
+    engines: {node: '>=6.9.0'}
+
+  /@babel/highlight@7.24.6:
+    resolution: {integrity: sha512-2YnuOp4HAk2BsBrJJvYCbItHx0zWscI1C3zgWkz+wDyD9I7GIVrfnLyrR4Y1VR+7p+chAEcrgRQYZAGIKMV7vQ==, tarball: https://registry.npmjs.org/@babel/highlight/-/highlight-7.24.6.tgz}
+    engines: {node: '>=6.9.0'}
+    dependencies:
+      '@babel/helper-validator-identifier': 7.24.6
+      chalk: 2.4.2
+      js-tokens: 4.0.0
+      picocolors: 1.0.1
+    dev: true
+
+  /@babel/parser@7.24.6:
+    resolution: {integrity: sha512-eNZXdfU35nJC2h24RznROuOpO94h6x8sg9ju0tT9biNtLZ2vuP8SduLqqV+/8+cebSLV9SJEAN5Z3zQbJG/M+Q==, tarball: https://registry.npmjs.org/@babel/parser/-/parser-7.24.6.tgz}
     engines: {node: '>=6.0.0'}
     hasBin: true
     dependencies:
-      '@babel/types': 7.24.5
+      '@babel/types': 7.24.6
     dev: false
 
-  /@babel/types@7.24.5:
-    resolution: {integrity: sha512-6mQNsaLeXTw0nxYUYu+NSa4Hx4BlF1x1x8/PMFbiR+GBSr+2DkECc69b8hgy2frEodNcvPffeH8YfWd3LI6jhQ==, tarball: https://registry.npmjs.org/@babel/types/-/types-7.24.5.tgz}
+  /@babel/runtime@7.24.6:
+    resolution: {integrity: sha512-Ja18XcETdEl5mzzACGd+DKgaGJzPTCow7EglgwTmHdwokzDFYh/MHua6lU6DV/hjF2IaOJ4oX2nqnjG7RElKOw==, tarball: https://registry.npmjs.org/@babel/runtime/-/runtime-7.24.6.tgz}
+    engines: {node: '>=6.9.0'}
+    dependencies:
+      regenerator-runtime: 0.14.1
+    dev: true
+
+  /@babel/types@7.24.6:
+    resolution: {integrity: sha512-WaMsgi6Q8zMgMth93GvWPXkhAIEobfsIkLTacoVZoK1J0CevIPGYY2Vo5YvJGqyHqXM6P4ppOYGsIRU8MM9pFQ==, tarball: https://registry.npmjs.org/@babel/types/-/types-7.24.6.tgz}
     engines: {node: '>=6.9.0'}
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-      '@babel/helper-string-parser': 7.24.1
-      '@babel/helper-validator-identifier': 7.24.5
+      '@babel/helper-string-parser': 7.24.6
+      '@babel/helper-validator-identifier': 7.24.6
       to-fast-properties: 2.0.0
     dev: false
 
+  /@changesets/apply-release-plan@7.0.1:
+    resolution: {integrity: sha512-aPdSq/R++HOyfEeBGjEe6LNG8gs0KMSyRETD/J2092OkNq8mOioAxyKjMbvVUdzgr/HTawzMOz7lfw339KnsCA==, tarball: https://registry.npmjs.org/@changesets/apply-release-plan/-/apply-release-plan-7.0.1.tgz}
+    dependencies:
+      '@babel/runtime': 7.24.6
+      '@changesets/config': 3.0.0
+      '@changesets/get-version-range-type': 0.4.0
+      '@changesets/git': 3.0.0
+      '@changesets/types': 6.0.0
+      '@manypkg/get-packages': 1.1.3
+      detect-indent: 6.1.0
+      fs-extra: 7.0.1
+      lodash.startcase: 4.4.0
+      outdent: 0.5.0
+      prettier: 2.8.8
+      resolve-from: 5.0.0
+      semver: 7.6.2
+    dev: true
+
+  /@changesets/assemble-release-plan@6.0.0:
+    resolution: {integrity: sha512-4QG7NuisAjisbW4hkLCmGW2lRYdPrKzro+fCtZaILX+3zdUELSvYjpL4GTv0E4aM9Mef3PuIQp89VmHJ4y2bfw==, tarball: https://registry.npmjs.org/@changesets/assemble-release-plan/-/assemble-release-plan-6.0.0.tgz}
+    dependencies:
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+      '@changesets/get-dependents-graph': 2.0.0
+      '@changesets/types': 6.0.0
+      '@manypkg/get-packages': 1.1.3
+      semver: 7.6.2
+    dev: true
+
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+    dependencies:
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+    dev: true
+
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+    dependencies:
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+      '@changesets/changelog-git': 0.2.0
+      '@changesets/config': 3.0.0
+      '@changesets/errors': 0.2.0
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+      '@changesets/write': 0.3.1
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+      '@types/semver': 7.5.8
+      ansi-colors: 4.1.3
+      chalk: 2.4.2
+      ci-info: 3.9.0
+      enquirer: 2.4.1
+      external-editor: 3.1.0
+      fs-extra: 7.0.1
+      human-id: 1.0.2
+      meow: 6.1.1
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+      semver: 7.6.2
+      spawndamnit: 2.0.0
+      term-size: 2.2.1
+      tty-table: 4.2.3
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+
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+      micromatch: 4.0.7
+    dev: true
+
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+
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-      y18n: registry.npmjs.org/y18n@5.0.8
-      yargs-parser: registry.npmjs.org/yargs-parser@21.1.1
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+      escalade: 3.1.2
+      get-caller-file: 2.0.5
+      require-directory: 2.1.1
+      string-width: 4.2.3
+      y18n: 5.0.8
+      yargs-parser: 21.1.1
     dev: true
 
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-    resolution: {integrity: sha512-Ux4ygGWsu2c7isFWe8Yu1YluJmqVhxqK2cLXNQA5AcC3QfbGNpM7fu0Y8b/z16pXLnFxZYvWhd3fhBY9DLmC6Q==, registry: https://registry.npmjs.com/, tarball: https://registry.npmjs.org/yn/-/yn-3.1.1.tgz}
-    name: yn
-    version: 3.1.1
+  /yn@3.1.1:
+    resolution: {integrity: sha512-Ux4ygGWsu2c7isFWe8Yu1YluJmqVhxqK2cLXNQA5AcC3QfbGNpM7fu0Y8b/z16pXLnFxZYvWhd3fhBY9DLmC6Q==, tarball: https://registry.npmjs.org/yn/-/yn-3.1.1.tgz}
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-    name: yocto-queue
-    version: 0.1.0
+  /yocto-queue@0.1.0:
+    resolution: {integrity: sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==, tarball: https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz}
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-    name: yocto-queue
-    version: 1.0.0
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+    resolution: {integrity: sha512-9bnSc/HEW2uRy67wc+T8UwauLuPJVn28jb+GtJY16iiKWyvmYJRXVT4UamsAEGQfPohgr2q4Tq0sQbQlxTfi1g==, tarball: https://registry.npmjs.org/yocto-queue/-/yocto-queue-1.0.0.tgz}
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-    name: zod-to-json-schema
-    version: 3.22.5
+  /zod-to-json-schema@3.22.5(zod@3.23.8):
+    resolution: {integrity: sha512-+akaPo6a0zpVCCseDed504KBJUQpEW5QZw7RMneNmKw+fGaML1Z9tUNLnHHAC8x6dzVRO1eB2oEMyZRnuBZg7Q==, tarball: https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.22.5.tgz}
     peerDependencies:
       zod: ^3.22.4
     dependencies:
-      zod: registry.npmjs.org/zod@3.22.4
+      zod: 3.23.8
+    dev: false
+
+  /zod-to-json-schema@3.23.0(zod@3.23.8):
+    resolution: {integrity: sha512-az0uJ243PxsRIa2x1WmNE/pnuA05gUq/JB8Lwe1EDCCL/Fz9MgjYQ0fPlyc2Tcv6aF2ZA7WM5TWaRZVEFaAIag==, tarball: https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.23.0.tgz}
+    peerDependencies:
+      zod: ^3.23.3
+    dependencies:
+      zod: 3.23.8
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-    version: 3.22.4
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diff --git a/readme.md b/readme.md
index 80f1a02..b8493e2 100644
--- a/readme.md
+++ b/readme.md
@@ -1,42 +1,13 @@
-# Stately Agent (alpha)
+An agent is like a language model that wraps:
 
-- Read [the documentation](https://stately.ai/docs/agents)
-- See [the examples directory](https://github.com/statelyai/agent/tree/main/examples) for working examples.
+- generateText()
+- streamText()
 
-## Installation
+A plan is a sequence of events and predicted states to reach a goal.
 
-Install `openai`, and `@statelyai/agent`:
+Agents also have internal state:
 
-```bash
-pnpm install openai @statelyai/agent
-```
-
-## Usage
-
-[Read the documentation](https://stately.ai/docs/agents)
-
-- [Joke generator](https://github.com/statelyai/agent/tree/main/examples/joke.ts)
-  - Demonstrates `agent.fromChatCompletion(...)` to generate a joke and provide a joke rating
-  - Demonstrates `agent.fromEvent(...)` to choose whether to keep generating jokes or stop
-- [Tic-tac-toe](https://github.com/statelyai/agent/tree/main/examples/ticTacToe.ts)
-  - Demonstrates `agent.fromEvent(...)` to have an agent play itself in a game of tic-tac-toe with precise events
-  - Demonstrates `agent.fromChatCompletionStream(...)` to produce a game report at the end of the game
-- [Weather](https://github.com/statelyai/agent/tree/main/examples/weather.ts)
-  - Demonstrates using [Tavily](https://tavily.com/) as an external API
-  - Demonstrates `agent.fromEvent(...)` to only use Tavily to get the weather if the user provides a valid location
-
-## Examples
-
-First, clone this repo locally. To run the examples in this repo, create a `.env` file at the root of the repo with the following contents:
-
-```bash
-OPENAI_API_KEY="your-openai-api-key"
-```
-
-Then, install the dependencies (`npm install`) and run the examples:
-
-```bash
-pnpm run example joke
-# or:
-# pnpm run example ticTacToe
-```
+- observations: an array of observed states
+- history: an array of messages to/from the language model
+- plans: an array of plans
+- feedback: an array of feedback items, which is used to determine the reward
diff --git a/src/agent-experimental.ts b/src/agent-experimental.ts
index 610551b..d28f35c 100644
--- a/src/agent-experimental.ts
+++ b/src/agent-experimental.ts
@@ -1,224 +1,221 @@
-// export type AgentExperiences<TState, TReward> = Record<
-//   string, // serialized state
-//   Record<
-//     string, // serialized event
-//     {
-//       state: TState;
-//       reward: TReward;
-//     }
-//   >
-
-import OpenAI from 'openai';
-import {
-  AnyEventObject,
-  EventObject,
-  AnyActorLogic,
-  AnyMachineSnapshot,
-  ActorRef,
-  AnyActorRef,
-  SnapshotFrom,
-  EventFrom,
-} from 'xstate';
-import { getToolCalls } from './adapters/openai';
-import { ZodEventMapping } from './schemas';
-
-// >;
-export interface AgentExperience<TState, TEvent extends AnyEventObject> {
-  prevState: TState | undefined;
-  event: TEvent;
-  nextState: TState;
-}
-
-export type AgentPlan<TState, TEvent extends EventObject> = Array<{
-  /**
-   * The current state
-   */
-  state: TState;
-  /**
-   * The event to execute
-   */
-  event: TEvent;
-  /**
-   * The expected next state
-   */
-  nextState?: TState;
-}>;
-
-export interface AgentModel<
-  // TLogic extends AnyActorLogic,
-  TReward,
-  TState,
-  TEvent extends EventObject
-> {
-  // policy: ({
-  //   logic,
-  //   state,
-  //   goal,
-  // }: {
-  //   logic: TLogic;
-  //   state: TState;
-  //   goal: string;
-  // }) => Promise<AgentPlan<TState>>;
-  getExperiences: () => Promise<Array<AgentExperience<TState, TEvent>>>; // TODO: TLogic instead?
-  addExperience: (experience: AgentExperience<TState, TEvent>) => void;
-  getLogic: ({
-    experiences,
-  }: {
-    experiences: Array<AgentExperience<TState, TEvent>>; // TODO: TLogic instead?
-  }) => Promise<AnyActorLogic>;
-  getNextEvents: ({
-    logic,
-    state,
-  }: {
-    logic: AnyActorLogic;
-    state: TState;
-  }) => Promise<AnyEventObject[]>;
-  getPlans: ({
-    logic,
-    state,
-    goals,
-  }: {
-    logic: AnyActorLogic;
-    state: TState;
-    goals: string[];
-  }) => Promise<Array<AgentPlan<TState, TEvent>>>;
-  getReward: ({
-    logic,
-    state,
-    goals,
-    action,
-  }: {
-    logic: AnyActorLogic;
-    state: TState;
-    goals: string[];
-    action: EventObject;
-  }) => Promise<TReward>;
-}
-
-export interface AgentLogic<T> {
-  /**
-   * The next possible actions (represented by events) that the agent can take
-   * based on the current state of the environment
-   */
-  getActions(state: T): Promise<AnyEventObject[]>;
-  getPlan(state: T, goal: any): Promise<Array<[T, EventObject]>>;
-}
-
-export interface Agent<
-  TState extends AnyMachineSnapshot,
-  TEvent extends EventObject
-> {
-  act: (env: ActorRef<TState, TEvent>) => Promise<void>;
-}
-
-export function createAgent2<TEnvironment extends AnyActorRef>(
-  openai: OpenAI,
-  // logic: AnyActorLogic,
-  // input: InputFrom<TLogic>,
-  getGoals: (state: SnapshotFrom<TEnvironment>) => string | string[],
-  schemas: ZodEventMapping
-): Agent<SnapshotFrom<TEnvironment>, EventFrom<TEnvironment>> {
-  const experiences: Array<AgentExperience<any, any>> = [];
-
-  const agentModel: AgentModel<
-    any,
-    SnapshotFrom<TEnvironment>,
-    EventFrom<TEnvironment>
-  > = {
-    // policy: async ({ logic, state, goal }) => {
-    //   const toolEvents = await getToolCalls(
-    //     openai,
-    //     goal,
-    //     state,
-    //     'gpt-4-1106-preview',
-    //     (eventType) => eventType.startsWith('agent.'),
-    //     schemas
-    //   );
-    //   console.log(toolEvents);
-    //   return toolEvents.map((te) => ({
-    //     state,
-    //     event: te as EventFromLogic<TLogic>,
-    //   }));
-    // },
-    addExperience: (experience) => {
-      experiences.push(experience);
-    },
-    getExperiences: async () => experiences,
-    getLogic: async ({ experiences }) => {
-      return null as any; // TODO
-    },
-    getNextEvents: async ({ logic, state }) => {
-      return [];
-    },
-    getReward: async ({ logic, state, goals, action }) => {
-      return 0;
-    },
-    getPlans: async ({ logic, state, goals }) => {
-      if (!goals[0]) {
-        return [];
-      }
-
-      const toolEvents = await getToolCalls(
-        openai,
-        goals[0] + '\nOnly make a single tool call.',
-        state as any,
-        'gpt-3.5-turbo-16k-0613',
-        (eventType) => eventType.startsWith('agent.'),
-        schemas
-      );
-
-      console.log(toolEvents);
-
-      return [
-        toolEvents.map((toolEvent) => ({
-          state,
-          event: toolEvent as EventFrom<TEnvironment>,
-        })),
-      ];
-    },
-  };
-
-  // const actor = createActor(logic, {
-  //   input,
-  //   inspect: (inspEv) => {
-  //     if (inspEv.type === '@xstate.snapshot') {
-  //       agentModel.addExperience({
-  //         prevState: experiences[experiences.length - 1]?.nextState,
-  //         nextState: (inspEv.snapshot as AnyMachineSnapshot).value,
-  //         event: inspEv.event as EventFromLogic<TLogic>,
-  //       });
-  //     }
-  //   },
-  // });
-
-  return {
-    act: async (actorRef) => {
-      const state = actorRef.getSnapshot();
-      // @ts-ignore
-      console.log(state.value, state.context);
-      const experiences = await agentModel.getExperiences();
-      const goals = toArray(getGoals(state));
-      console.log('Goal:', goals);
-
-      const nextPlans = await agentModel.getPlans({
-        logic: await agentModel.getLogic({ experiences }),
-        goals,
-        state,
-      });
-
-      const nextStep = nextPlans?.[0]?.[0];
-
-      // TODO: race conditions!
-      if (nextStep) {
-        console.log('nextStep', nextStep?.event);
-        actorRef.send(nextStep.event);
-      } else {
-        console.log('No next step');
-      }
-    },
-  } satisfies Agent<SnapshotFrom<TEnvironment>, EventFrom<TEnvironment>>; // TODO: fix types
-}
-
-function toArray<T>(value: T | T[]): T[] {
-  return Array.isArray(value) ? value : [value];
-}
+// //  type AgentExperiences<TState, TReward> = Record<
+// //   string, // serialized state
+// //   Record<
+// //     string, // serialized event
+// //     {
+// //       state: TState;
+// //       reward: TReward;
+// //     }
+// //   >
+
+// import OpenAI from 'openai';
+// import {
+//   AnyEventObject,
+//   EventObject,
+//   AnyActorLogic,
+//   AnyMachineSnapshot,
+//   ActorRef,
+//   AnyActorRef,
+//   SnapshotFrom,
+//   EventFrom,
+// } from 'xstate';
+// import { getToolCalls } from './adapters/openai';
+// import { ZodEventMapping } from './schemas';
+
+// // >;
+// interface AgentExperience<TState, TEvent extends AnyEventObject> {
+//   prevState: TState | undefined;
+//   event: TEvent;
+//   nextState: TState;
+// }
+
+// type AgentPlan<TState, TEvent extends EventObject> = Array<{
+//   /**
+//    * The current state
+//    */
+//   state: TState;
+//   /**
+//    * The event to execute
+//    */
+//   event: TEvent;
+//   /**
+//    * The expected next state
+//    */
+//   nextState?: TState;
+// }>;
+
+// interface AgentModel<
+//   // TLogic extends AnyActorLogic,
+//   TReward,
+//   TState,
+//   TEvent extends EventObject
+// > {
+//   // policy: ({
+//   //   logic,
+//   //   state,
+//   //   goal,
+//   // }: {
+//   //   logic: TLogic;
+//   //   state: TState;
+//   //   goal: string;
+//   // }) => Promise<AgentPlan<TState>>;
+//   getExperiences: () => Promise<Array<AgentExperience<TState, TEvent>>>; // TODO: TLogic instead?
+//   addExperience: (experience: AgentExperience<TState, TEvent>) => void;
+//   getLogic: ({
+//     experiences,
+//   }: {
+//     experiences: Array<AgentExperience<TState, TEvent>>; // TODO: TLogic instead?
+//   }) => Promise<AnyActorLogic>;
+//   getNextEvents: ({
+//     logic,
+//     state,
+//   }: {
+//     logic: AnyActorLogic;
+//     state: TState;
+//   }) => Promise<AnyEventObject[]>;
+//   getPlans: ({
+//     logic,
+//     state,
+//     goals,
+//   }: {
+//     logic: AnyActorLogic;
+//     state: TState;
+//     goals: string[];
+//   }) => Promise<Array<AgentPlan<TState, TEvent>>>;
+//   getReward: ({
+//     logic,
+//     state,
+//     goals,
+//     action,
+//   }: {
+//     logic: AnyActorLogic;
+//     state: TState;
+//     goals: string[];
+//     action: EventObject;
+//   }) => Promise<TReward>;
+// }
+
+// interface AgentLogic<T> {
+//   /**
+//    * The next possible actions (represented by events) that the agent can take
+//    * based on the current state of the environment
+//    */
+//   getActions(state: T): Promise<AnyEventObject[]>;
+//   getPlan(state: T, goal: any): Promise<Array<[T, EventObject]>>;
+// }
+
+// interface Agent<TState extends AnyMachineSnapshot, TEvent extends EventObject> {
+//   act: (env: ActorRef<TState, TEvent>) => Promise<void>;
+// }
+
+// function createAgent2<TEnvironment extends AnyActorRef>(
+//   openai: OpenAI,
+//   // logic: AnyActorLogic,
+//   // input: InputFrom<TLogic>,
+//   getGoals: (state: SnapshotFrom<TEnvironment>) => string | string[],
+//   schemas: ZodEventMapping
+// ): Agent<SnapshotFrom<TEnvironment>, EventFrom<TEnvironment>> {
+//   const experiences: Array<AgentExperience<any, any>> = [];
+
+//   const agentModel: AgentModel<
+//     any,
+//     SnapshotFrom<TEnvironment>,
+//     EventFrom<TEnvironment>
+//   > = {
+//     // policy: async ({ logic, state, goal }) => {
+//     //   const toolEvents = await getToolCalls(
+//     //     openai,
+//     //     goal,
+//     //     state,
+//     //     'gpt-4-1106-preview',
+//     //     (eventType) => eventType.startsWith('agent.'),
+//     //     schemas
+//     //   );
+//     //   console.log(toolEvents);
+//     //   return toolEvents.map((te) => ({
+//     //     state,
+//     //     event: te as EventFromLogic<TLogic>,
+//     //   }));
+//     // },
+//     addExperience: (experience) => {
+//       experiences.push(experience);
+//     },
+//     getExperiences: async () => experiences,
+//     getLogic: async ({ experiences }) => {
+//       return null as any; // TODO
+//     },
+//     getNextEvents: async ({ logic, state }) => {
+//       return [];
+//     },
+//     getReward: async ({ logic, state, goals, action }) => {
+//       return 0;
+//     },
+//     getPlans: async ({ logic, state, goals }) => {
+//       if (!goals[0]) {
+//         return [];
+//       }
+
+//       const toolEvents = await getToolCalls(
+//         openai,
+//         goals[0] + '\nOnly make a single tool call.',
+//         state as any,
+//         'gpt-3.5-turbo-16k-0613',
+//         (eventType) => eventType.startsWith('agent.'),
+//         schemas
+//       );
+
+//       console.log(toolEvents);
+
+//       return [
+//         toolEvents.map((toolEvent) => ({
+//           state,
+//           event: toolEvent as EventFrom<TEnvironment>,
+//         })),
+//       ];
+//     },
+//   };
+
+//   // const actor = createActor(logic, {
+//   //   input,
+//   //   inspect: (inspEv) => {
+//   //     if (inspEv.type === '@xstate.snapshot') {
+//   //       agentModel.addExperience({
+//   //         prevState: experiences[experiences.length - 1]?.nextState,
+//   //         nextState: (inspEv.snapshot as AnyMachineSnapshot).value,
+//   //         event: inspEv.event as EventFromLogic<TLogic>,
+//   //       });
+//   //     }
+//   //   },
+//   // });
+
+//   return {
+//     act: async (actorRef) => {
+//       const state = actorRef.getSnapshot();
+//       // @ts-ignore
+//       console.log(state.value, state.context);
+//       const experiences = await agentModel.getExperiences();
+//       const goals = toArray(getGoals(state));
+//       console.log('Goal:', goals);
+
+//       const nextPlans = await agentModel.getPlans({
+//         logic: await agentModel.getLogic({ experiences }),
+//         goals,
+//         state,
+//       });
+
+//       const nextStep = nextPlans?.[0]?.[0];
+
+//       // TODO: race conditions!
+//       if (nextStep) {
+//         console.log('nextStep', nextStep?.event);
+//         actorRef.send(nextStep.event);
+//       } else {
+//         console.log('No next step');
+//       }
+//     },
+//   } satisfies Agent<SnapshotFrom<TEnvironment>, EventFrom<TEnvironment>>; // TODO: fix types
+// }
+
+// function toArray<T>(value: T | T[]): T[] {
+//   return Array.isArray(value) ? value : [value];
+// }
diff --git a/src/agent.ts b/src/agent.ts
index 9d45ad1..f5bcbec 100644
--- a/src/agent.ts
+++ b/src/agent.ts
@@ -1,238 +1,86 @@
 import {
-  ActorRefFrom,
-  AnyEventObject,
   AnyMachineSnapshot,
-  AnyStateMachine,
   createActor,
+  EventObject,
   fromObservable,
   fromPromise,
   fromTransition,
-  InspectionEvent,
   ObservableActorLogic,
   Observer,
   PromiseActorLogic,
   toObserver,
-  TransitionActorLogic,
-  Values,
 } from 'xstate';
-import { AgentPlan } from './utils';
-import { ChatCompletionCreateParamsBase } from 'openai/resources/chat/completions';
-import { ZodEventMapping, EventSchemas } from './schemas';
-import { createZodEventSchemas } from './utils';
-import { TypeOf } from 'zod';
+import { ZodEventMapping } from './schemas';
 import {
   CoreTool,
-  GenerateObjectResult,
   generateText,
   GenerateTextResult,
-  LanguageModel,
   streamText,
+  StreamTextResult,
 } from 'ai';
 import {
-  AgentTemplate,
-  AgentTemplateGenerateObjectOptions,
+  Agent,
+  AgentContext,
+  AgentDecideOptions,
+  AgentDecisionLogic,
+  AgentDecisionOptions,
+  AgentGenerateTextOptions,
+  AgentLogic,
+  AgentMessageHistory,
+  AgentPlanner,
+  AgentStreamTextOptions,
+  EventsFromZodEventMapping,
   GenerateTextOptions,
-  StreamTextOptions,
 } from './types';
-import { simple } from './templates/simple';
-
-export interface AgentRewardItem {
-  goal: string;
-  reward: number;
-  timestamp: number;
-}
-
-export interface AgentChatHistory {
-  source: string;
-  content: any;
-  timestamp: number;
-  id: string;
-  // which chat message we're responding to
-  responseId?: string;
-}
-
-export interface AgentObservation {
-  state: ObservedState;
-  sessionId: string;
-  timestamp: number;
-}
-
-export interface AgentContext {
-  observations: any[];
-  history: AgentChatHistory[];
-  plans: AgentPlan[];
-  rewards: AgentRewardItem[];
-}
-
-export interface AgentPlanOptions {
-  goal: string;
-  state: ObservedState;
-  events: ZodEventMapping;
-  logic: AnyStateMachine;
-  template?: AgentTemplate;
-}
-
-export type AgentDecisionLogicInput = {
-  goal: string;
-  model?: ChatCompletionCreateParamsBase['model'];
-  /**
-   * Context to include
-   */
-  context?: any;
-  template?: AgentTemplate;
-} & Omit<Parameters<typeof generateText>[0], 'model' | 'tools' | 'prompt'>;
-
-export type AgentDecisionLogic = PromiseActorLogic<
-  void,
-  AgentDecisionLogicInput | string
->;
-
-type AgentLogic = TransitionActorLogic<
-  AgentContext,
-  | {
-      type: 'agent.reward';
-      reward: AgentRewardItem;
-    }
-  | {
-      type: 'agent.observe';
-      state: ObservedState;
-      event: AnyEventObject;
-      timestamp: number;
-    }
-  | {
-      type: 'agent.history';
-      history: AgentChatHistory;
-    },
-  any
->;
-
-export type Agent<TEventSchemas extends ZodEventMapping> =
-  ActorRefFrom<AgentLogic> & {
-    eventTypes: Values<{
-      [K in keyof TEventSchemas]: {
-        type: K;
-      } & TypeOf<TEventSchemas[K]>;
-    }>;
-    eventSchemas: EventSchemas<keyof TEventSchemas & string>;
-
-    // Decision
-    decide: (input: AgentDecisionLogicInput) => Promise<
-      | Values<{
-          [K in keyof TEventSchemas]: {
-            type: K;
-          } & TypeOf<TEventSchemas[K]>;
-        }>
-      | undefined
-    >;
-    fromDecision: () => AgentDecisionLogic;
-
-    // Generate text
-    generateText: (
-      options: AgentTextLogicInput
-    ) => Promise<GenerateTextResult<Record<string, any>>>;
-    fromText: () => PromiseActorLogic<
-      GenerateTextResult<Record<string, any>>,
-      AgentTextLogicInput
-    >;
-
-    // Stream text
-    streamText: (
-      options: AgentTextStreamLogicInput
-    ) => AsyncIterable<{ textDelta: string }>;
-    fromTextStream: () => ObservableActorLogic<
-      { textDelta: string },
-      AgentTextStreamLogicInput
-    >;
-
-    // Object
-    // generateObject: <T>(
-    //   options: AgentTemplateGenerateObjectOptions<T>
-    // ) => Promise<GenerateObjectResult<T>>;
-    // fromObject: <T>() => PromiseActorLogic<
-    //   GenerateObjectResult<Record<string, any>>,
-    //   AgentObjectLogicInput<T>
-    // >;
-
-    inspect: (inspectionEvent: InspectionEvent) => void;
-    observe: ({
-      state,
-      event,
-    }: {
-      state: ObservedState;
-      event: AnyEventObject;
-      timestamp: number;
-      eventOrigin: 'environment' | 'agent';
-    }) => void;
-    addHistory: (history: AgentChatHistory) => Promise<void>;
-    reward: ({ goal, reward, timestamp }: AgentRewardItem) => void;
-    plan: (options: AgentPlanOptions) => Promise<AgentPlan | undefined>;
-  };
-
-export type AgentTextLogicInput = Omit<GenerateTextOptions, 'model'> & {
-  context?: any;
-  template?: AgentTemplate;
-};
-
-export type AgentTextStreamLogicInput = Omit<StreamTextOptions, 'model'> & {
-  context?: any;
-  template?: AgentTemplate;
-};
-
-export type AgentObjectLogicInput<T> = Omit<
-  AgentTemplateGenerateObjectOptions<T>,
-  'model'
-> & {
-  context?: any;
-  template?: AgentTemplate;
-};
-
-export function createAgent<const TEventSchemas extends ZodEventMapping>({
+import { simplePlanner } from './planners/simplePlanner';
+import { randomUUID } from 'crypto';
+import { defaultTextTemplate } from './templates/defaultText';
+
+export function createAgent<
+  const TEventSchemas extends ZodEventMapping,
+  TEvents extends EventObject = EventsFromZodEventMapping<TEventSchemas>
+>({
+  name,
   model,
   events,
+  planner = simplePlanner as AgentPlanner<Agent<TEvents>>,
   stringify = JSON.stringify,
-  template,
   ...generateTextOptions
 }: {
-  model: LanguageModel;
-  events?: TEventSchemas;
+  name: string;
+  events: TEventSchemas;
+  planner?: AgentPlanner<Agent<TEvents>>;
   stringify?: typeof JSON.stringify;
-  template?: AgentTemplate;
-} & GenerateTextOptions): Agent<TEventSchemas> {
-  const fallbackTemplate =
-    template ?? simple({ model, ...generateTextOptions });
-  const eventSchemas = events ? createZodEventSchemas(events) : undefined;
+} & GenerateTextOptions): Agent<TEvents> {
+  const messageListeners: Observer<AgentMessageHistory>[] = [];
 
-  const observe: Agent<TEventSchemas>['observe'] = ({
-    state,
-    event,
-    timestamp,
-    eventOrigin: eventOrigin,
-  }) => {
-    agent.send({
-      type: 'agent.observe',
-      state,
-      event,
-      timestamp,
-    });
-  };
-
-  const agentLogic: AgentLogic = fromTransition(
+  const agentLogic: AgentLogic<TEvents> = fromTransition(
     (state, event) => {
       switch (event.type) {
         case 'agent.reward': {
-          state.rewards.push(event.reward);
+          state.feedback.push(event.reward);
           break;
         }
         case 'agent.observe': {
           state.observations.push({
+            id: randomUUID(),
             state: event.state,
             event: event.event,
+            nextState: event.nextState,
             timestamp: event.timestamp,
+            sessionId: event.sessionId,
           });
           break;
         }
         case 'agent.history': {
           state.history.push(event.history);
+          messageListeners.forEach((listener) =>
+            listener.next?.(event.history)
+          );
+          break;
+        }
+        case 'agent.plan': {
+          state.plans.push(event.plan);
           break;
         }
         default:
@@ -243,154 +91,56 @@ export function createAgent<const TEventSchemas extends ZodEventMapping>({
     {
       observations: [],
       plans: [],
-      rewards: [],
+      feedback: [],
       history: [],
-    } as AgentContext
+    } as AgentContext<TEvents>
   );
 
-  const agent = createActor(agentLogic) as unknown as Agent<TEventSchemas>;
+  const agent = createActor(agentLogic) as unknown as Agent<TEvents>;
 
-  agent.fromDecision = () =>
-    fromPromise(async ({ input, self }) => {
-      const parentRef = self._parent;
-      if (!parentRef) {
-        return;
-      }
+  agent.events = events;
+  agent.model = model;
+  agent.name = name;
+  agent.defaultOptions = { ...generateTextOptions, model };
 
-      const resolvedInput = typeof input === 'string' ? { goal: input } : input;
-      const resolvedTemplate = resolvedInput.template ?? fallbackTemplate;
-      const snapshot = parentRef.getSnapshot() as AnyMachineSnapshot;
-      const contextToInclude =
-        resolvedInput.context === true
-          ? // include entire context
-            parentRef.getSnapshot().context
-          : resolvedInput.context;
-      const state = {
-        value: snapshot.value,
-        context: contextToInclude,
-      };
-
-      if (!resolvedTemplate.plan) {
-        console.error('No plan template found');
-        return;
-      }
-
-      const plan = await resolvedTemplate.plan({
-        model,
-        goal: resolvedInput.goal,
-        events: events ?? {}, // TODO: events should be required
-        state,
-        logic: parentRef.src as any,
-        agent,
-        ...generateTextOptions,
-      });
-
-      if (plan?.nextEvent) {
-        // TODO: validate event
-        parentRef.send(plan.nextEvent);
-      }
-
-      return;
-    }) as AgentDecisionLogic;
-
-  agent.eventSchemas = eventSchemas ?? ({} as any);
-
-  async function agentGenerateText(options: AgentTextLogicInput) {
-    const prompt = [
-      options.context &&
-        `<context>\n${stringify(options.context, null, 2)}\n</context>`,
-      options.prompt,
-    ]
-      .filter(Boolean)
-      .join('\n\n');
-
-    const resolvedTemplate = options.template ?? fallbackTemplate;
-
-    const result = (resolvedTemplate?.generateText ?? generateText)({
-      model,
-      agent,
-      ...options,
-      prompt,
-    });
-
-    return result;
-  }
+  agent.onMessage = (callback) => {
+    messageListeners.push(toObserver(callback));
+  };
 
-  agent.generateText = agentGenerateText;
+  agent.decide = (opts) => {
+    return agentDecide(agent, opts);
+  };
 
-  agent.addHistory = async (history) => {
+  agent.addHistory = (history) => {
     agent.send({
       type: 'agent.history',
       history,
     });
   };
 
-  function fromText(): PromiseActorLogic<
-    GenerateTextResult<Record<string, CoreTool<any, any>>>,
-    AgentTextStreamLogicInput
-  > {
-    return fromPromise(async ({ input }) => {
-      return await agentGenerateText(input);
-    });
-  }
+  agent.generateText = (opts) => agentGenerateText(agent, opts);
 
-  function fromTextStream(): ObservableActorLogic<
-    { textDelta: string },
-    AgentTextStreamLogicInput
-  > {
-    return fromObservable(({ input }: { input: AgentTextStreamLogicInput }) => {
-      const observers = new Set<Observer<{ textDelta: string }>>();
-
-      const prompt = [
-        input.context &&
-          `<context>\n${stringify(input.context, null, 2)}\n</context>`,
-        input.prompt,
-      ]
-        .filter(Boolean)
-        .join('\n\n');
-
-      (async () => {
-        const result = await streamText({
-          model,
-          ...input,
-          prompt,
-        });
-
-        for await (const part of result.fullStream) {
-          if (part.type === 'text-delta') {
-            observers.forEach((observer) => {
-              observer.next?.(part);
-            });
-          }
-        }
-      })();
-
-      return {
-        subscribe: (...args: any[]) => {
-          const observer = toObserver(...args);
-          observers.add(observer);
-
-          return {
-            unsubscribe: () => {
-              observers.delete(observer);
-            },
-          };
-        },
-      };
+  agent.addObservation = ({
+    state,
+    event,
+    nextState,
+    timestamp,
+    sessionId,
+  }) => {
+    agent.send({
+      type: 'agent.observe',
+      state,
+      event,
+      nextState,
+      timestamp,
+      sessionId,
     });
-  }
+  };
 
-  agent.fromText = fromText;
-  agent.fromTextStream = fromTextStream;
-  agent.inspect = (inspectionEvent) => {};
-  agent.observe = observe;
-  agent.plan = async (planOptions: AgentPlanOptions) => {
-    const resolvedTemplate = planOptions.template ?? fallbackTemplate;
-
-    return await resolvedTemplate.plan?.({
-      model,
-      agent,
-      ...planOptions,
+  agent.addPlan = (plan) => {
+    agent.send({
+      type: 'agent.plan',
+      plan,
     });
   };
 
@@ -399,7 +149,195 @@ export function createAgent<const TEventSchemas extends ZodEventMapping>({
   return agent;
 }
 
-export interface ObservedState {
-  value: string;
-  context: Record<string, unknown>;
+export function fromDecision(
+  agent: Agent<any>,
+  defaultOptions?: AgentDecisionOptions
+) {
+  return fromPromise(async ({ input, self }) => {
+    const parentRef = self._parent;
+    if (!parentRef) {
+      return;
+    }
+
+    const snapshot = parentRef.getSnapshot() as AnyMachineSnapshot;
+    const inputObject = typeof input === 'string' ? { goal: input } : input;
+    const resolvedInput = {
+      ...defaultOptions,
+      ...inputObject,
+    };
+    const contextToInclude =
+      resolvedInput.context === true
+        ? // include entire context
+          parentRef.getSnapshot().context
+        : resolvedInput.context;
+    const state = {
+      value: snapshot.value,
+      context: contextToInclude,
+    };
+
+    const plan = await agentDecide(agent, {
+      logic: parentRef.src as any,
+      state,
+      execute: async (event) => {
+        parentRef.send(event);
+      },
+      ...resolvedInput,
+    });
+
+    return plan;
+  }) as AgentDecisionLogic<any>;
+}
+
+async function agentGenerateText<T extends Agent<any>>(
+  agent: T,
+  options: AgentGenerateTextOptions
+) {
+  // TODO: check if messages was provided instead
+
+  const id = Date.now() + '';
+  const promptWithContext = defaultTextTemplate({
+    goal: options.prompt,
+    context: options.context,
+  });
+
+  const content = {
+    prompt: options.prompt,
+    context: options.context,
+  };
+
+  agent.addHistory({
+    content,
+    id,
+    role: 'user',
+    timestamp: Date.now(),
+  });
+
+  const result = await generateText({
+    model: options.model ?? agent.model,
+    ...options,
+    prompt: promptWithContext,
+  });
+
+  agent.addHistory({
+    content: result.toolResults ?? result.text,
+    id,
+    role: 'assistant',
+    timestamp: Date.now(),
+    responseId: id,
+  });
+
+  return result;
+}
+
+async function agentDecide<T extends Agent<any>>(
+  agent: T,
+  options: AgentDecideOptions
+) {
+  const {
+    planner = simplePlanner as AgentPlanner<any>,
+    goal,
+    events = agent.events,
+    state,
+    logic,
+    model = agent.model,
+    ...otherOptions
+  } = options;
+  // const planner = opts.planner ?? simplePlanner;
+  const plan = await planner(agent, {
+    model,
+    goal,
+    events,
+    state,
+    logic,
+    ...otherOptions,
+  });
+
+  if (plan?.nextEvent) {
+    await options.execute?.(plan.nextEvent);
+  }
+
+  return plan;
+}
+
+async function agentStreamText(
+  agent: Agent<any>,
+  options: AgentStreamTextOptions
+): Promise<StreamTextResult<any>> {
+  const id = randomUUID();
+  const promptWithContext = defaultTextTemplate({
+    goal: options.prompt,
+    context: options.context,
+  });
+  const content = {
+    prompt: options.prompt,
+    context: options.context,
+  };
+  agent.addHistory({
+    content,
+    id,
+    role: 'user',
+    timestamp: Date.now(),
+  });
+
+  const result = await streamText({
+    model: options.model ?? agent.model,
+    ...options,
+    prompt: promptWithContext,
+  });
+
+  return result;
+}
+
+export function fromTextStream<T extends Agent<any>>(
+  agent: T,
+  defaultOptions?: AgentStreamTextOptions
+): ObservableActorLogic<{ textDelta: string }, AgentStreamTextOptions> {
+  return fromObservable(({ input }: { input: AgentStreamTextOptions }) => {
+    const observers = new Set<Observer<{ textDelta: string }>>();
+
+    // TODO: check if messages was provided instead
+
+    (async () => {
+      const result = await agentStreamText(agent, {
+        ...defaultOptions,
+        ...input,
+      });
+
+      for await (const part of result.fullStream) {
+        if (part.type === 'text-delta') {
+          observers.forEach((observer) => {
+            observer.next?.(part);
+          });
+        }
+      }
+    })();
+
+    return {
+      subscribe: (...args: any[]) => {
+        const observer = toObserver(...args);
+        observers.add(observer);
+
+        return {
+          unsubscribe: () => {
+            observers.delete(observer);
+          },
+        };
+      },
+    };
+  });
+}
+
+export function fromText<T extends Agent<any>>(
+  agent: T,
+  defaultOptions?: AgentGenerateTextOptions
+): PromiseActorLogic<
+  GenerateTextResult<Record<string, CoreTool<any, any>>>,
+  AgentGenerateTextOptions
+> {
+  return fromPromise(async ({ input }) => {
+    return await agentGenerateText(agent, {
+      ...input,
+      ...defaultOptions,
+    });
+  });
 }
diff --git a/src/index.ts b/src/index.ts
index 2a0cc07..a0c7fd7 100644
--- a/src/index.ts
+++ b/src/index.ts
@@ -1 +1,2 @@
-export { createAgent } from './agent';
+export { createAgent, fromDecision, fromTextStream, fromText } from './agent';
+export * from './types';
diff --git a/src/planners/simplePlanner.ts b/src/planners/simplePlanner.ts
new file mode 100644
index 0000000..8e4cd39
--- /dev/null
+++ b/src/planners/simplePlanner.ts
@@ -0,0 +1,104 @@
+import { CoreTool, tool } from 'ai';
+import {
+  Agent,
+  AgentPlan,
+  AgentPlanOptions,
+  ObservedState,
+  TransitionData,
+} from '../types';
+import { getAllTransitions } from '../utils';
+import { AnyStateMachine } from 'xstate';
+import { z } from 'zod';
+import { defaultToolCallTemplate } from '../templates/defaultToolCall';
+
+const getTransitions = (state: ObservedState, logic: AnyStateMachine) => {
+  if (!logic) {
+    return [];
+  }
+
+  const resolvedState = logic.resolveState(state);
+  return getAllTransitions(resolvedState);
+};
+
+export async function simplePlanner<T extends Agent<any>>(
+  agent: T,
+  options: AgentPlanOptions<any>
+): Promise<AgentPlan<any> | undefined> {
+  const template = options.template ?? defaultToolCallTemplate;
+  const transitions: TransitionData[] = options.logic
+    ? getTransitions(options.state, options.logic)
+    : Object.entries(options.events).map(([eventType, { description }]) => ({
+        eventType,
+        description,
+      }));
+
+  const filter = (eventType: string) =>
+    Object.keys(options.events).includes(eventType);
+
+  const functionNameMapping: Record<string, string> = {};
+  const toolTransitions = transitions
+    .filter((t) => {
+      return filter(t.eventType);
+    })
+    .map((t) => {
+      const name = t.eventType.replace(/\./g, '_');
+      functionNameMapping[name] = t.eventType;
+
+      return {
+        type: 'function',
+        eventType: t.eventType,
+        description: t.description,
+        name,
+      } as const;
+    });
+
+  const toolMap: Record<string, CoreTool<any, any>> = {};
+
+  for (const toolTransitionData of toolTransitions) {
+    const toolZodType = options.events?.[toolTransitionData.eventType];
+
+    toolMap[toolTransitionData.name] = tool({
+      description: toolZodType?.description ?? toolTransitionData.description,
+      parameters: toolZodType ?? z.object({}),
+      execute: async (params) => {
+        const event = {
+          type: toolTransitionData.eventType,
+          ...params,
+        };
+
+        return event;
+      },
+    });
+  }
+
+  const prompt = template({
+    context: options.state.context,
+    goal: options.goal,
+  });
+
+  const { model, ...otherOptions } = options;
+
+  const result = await agent.generateText({
+    model,
+    prompt,
+    tools: toolMap,
+    ...otherOptions,
+  });
+
+  const singleResult = result.toolResults[0];
+
+  if (!singleResult) {
+    return undefined;
+  }
+
+  return {
+    goal: options.goal,
+    state: options.state,
+    steps: [
+      {
+        event: singleResult.result,
+      },
+    ],
+    nextEvent: singleResult.result,
+  };
+}
diff --git a/src/schemas.ts b/src/schemas.ts
index e5fc114..9e35be9 100644
--- a/src/schemas.ts
+++ b/src/schemas.ts
@@ -1,11 +1,15 @@
 import { SomeZodObject } from 'zod';
-import { JsonSchema7Type } from 'zod-to-json-schema';
+import { AnyEventObject } from 'xstate';
+import { ObservedState } from './types';
 
 export type ZodEventMapping = {
   // map event types to Zod types
   [eventType: string]: SomeZodObject;
 };
 
-export type EventSchemas<TEventType extends string> = {
-  [K in TEventType]: JsonSchema7Type;
+export type ZodActionMapping = {
+  [eventType: string]: {
+    schema: SomeZodObject;
+    action: (state: ObservedState, event: AnyEventObject) => Promise<void>;
+  };
 };
diff --git a/src/strategies/chain-of-note.ts b/src/strategies/chain-of-note.ts
new file mode 100644
index 0000000..a618225
--- /dev/null
+++ b/src/strategies/chain-of-note.ts
@@ -0,0 +1,155 @@
+import { GenerateTextResult, LanguageModel } from 'ai';
+import wiki, { wikiSearchResult, wikiSummary } from 'wikipedia';
+import { assign, fromPromise, setup } from 'xstate';
+import { Agent } from '../types';
+
+const searchWiki = fromPromise(
+  async ({
+    input,
+  }: {
+    input: {
+      query: string;
+      limit?: number;
+    };
+  }) => {
+    const passages = await wiki.search(input.query, {
+      limit: input.limit ?? 5,
+    });
+    return passages;
+  }
+);
+
+const extractSummaries = fromPromise(
+  async ({
+    input,
+  }: {
+    input: {
+      searchResult: wikiSearchResult;
+    };
+  }) => {
+    const summaries = await Promise.all(
+      input.searchResult.results.map(async (result) => {
+        const summary = await wiki.summary(result.title);
+        return {
+          title: result.title,
+          summary,
+        };
+      })
+    );
+    return summaries;
+  }
+);
+
+export const chainOfNote = setup({
+  types: {
+    input: {} as {
+      model: LanguageModel;
+      agent: Agent<any>;
+      prompt: string;
+    },
+    context: {} as {
+      searchResults: wikiSearchResult | null;
+      summaries:
+        | {
+            title: any;
+            summary: wikiSummary;
+          }[]
+        | null;
+      model: LanguageModel;
+      agent: Agent<any>;
+      prompt: string;
+    },
+    output: {} as GenerateTextResult<any>,
+  },
+  actors: {
+    searchWiki,
+    extractSummaries,
+  },
+}).createMachine({
+  initial: 'searching',
+  context: (x) => ({
+    ...x.input,
+    searchResults: null,
+    summaries: null,
+  }),
+  states: {
+    searching: {
+      invoke: {
+        src: 'searchWiki',
+        input: (x) => ({
+          query: x.context.prompt,
+        }),
+        onDone: {
+          actions: assign({
+            searchResults: ({ event }) => event.output,
+          }),
+          target: 'extracting',
+        },
+      },
+    },
+    extracting: {
+      invoke: {
+        src: 'extractSummaries',
+        input: (x) => ({
+          searchResult: x.context.searchResults!,
+        }),
+        onDone: {
+          actions: assign({
+            summaries: ({ event }) => event.output,
+          }),
+          target: 'generating',
+        },
+      },
+    },
+    generating: {},
+  },
+});
+
+// export function chainOfNote() {
+//   return {
+//     generateText: async (x) => {
+//       const passages = await wiki.search(x.prompt!, {
+//         limit: 5,
+//       });
+
+//       const extracts = await Promise.all(
+//         passages.results.map(async (p) => {
+//           const summary = await wiki.summary(p.title);
+//           return summary.extract;
+//         })
+//       );
+//       x.agent?.addHistory({
+//         content: x.prompt!,
+//         id: Date.now() + '',
+//         role: 'user',
+//         timestamp: Date.now(),
+//       });
+//       const result = await generateText({
+//         model: x.model,
+//         system: `Task Description:
+
+// 1. Read the given question and five Wikipedia passages to gather relevant information.
+
+// 2. Write reading notes summarizing the key points from these passages.
+
+// 3. Discuss the relevance of the given question and Wikipedia passages.
+
+// 4. If some passages are relevant to the given question, provide a brief answer based on the passages.
+
+// 5. If no passage is relevant, direcly provide answer without considering the passages.
+
+// Passages: \n${extracts.join('\n')}`,
+//         prompt: `${x.prompt!}`,
+//       });
+
+//       x.agent?.addHistory({
+//         content: result.text,
+//         id: Date.now() + '',
+//         role: 'user',
+//         timestamp: Date.now(),
+//       });
+
+//       return result;
+//     },
+//   } satisfies AgentStrategy;
+// }
diff --git a/src/templates/chain-of-note.ts b/src/templates/chain-of-note.ts
deleted file mode 100644
index 666e7ff..0000000
--- a/src/templates/chain-of-note.ts
+++ /dev/null
@@ -1,52 +0,0 @@
-import { generateText } from 'ai';
-import { AgentTemplate } from '../types';
-import wiki from 'wikipedia';
-
-export function chainOfNote() {
-  return {
-    generateText: async (x) => {
-      const passages = await wiki.search(x.prompt!, {
-        limit: 5,
-      });
-
-      const extracts = await Promise.all(
-        passages.results.map(async (p) => {
-          const summary = await wiki.summary(p.title);
-          return summary.extract;
-        })
-      );
-      x.agent?.addHistory({
-        content: x.prompt!,
-        id: Date.now() + '',
-        source: 'user',
-        timestamp: Date.now(),
-      });
-      const result = await generateText({
-        model: x.model,
-        system: `Task Description:
-
-1. Read the given question and five Wikipedia passages to gather relevant information.
-
-2. Write reading notes summarizing the key points from these passages.
-
-3. Discuss the relevance of the given question and Wikipedia passages.
-
-4. If some passages are relevant to the given question, provide a brief answer based on the passages. 
-
-5. If no passage is relevant, direcly provide answer without considering the passages.
-
-Passages: \n${extracts.join('\n')}`,
-        prompt: `${x.prompt!}`,
-      });
-
-      x.agent?.addHistory({
-        content: result.text,
-        id: Date.now() + '',
-        source: 'user',
-        timestamp: Date.now(),
-      });
-
-      return result;
-    },
-  } satisfies AgentTemplate;
-}
diff --git a/src/templates/defaultText.ts b/src/templates/defaultText.ts
new file mode 100644
index 0000000..2cb841b
--- /dev/null
+++ b/src/templates/defaultText.ts
@@ -0,0 +1,18 @@
+import { PromptTemplate } from '../types';
+import { wrapInXml } from '../utils';
+
+export const defaultTextTemplate: PromptTemplate<any> = (data) => {
+  const preamble = [
+    data.context
+      ? wrapInXml('context', JSON.stringify(data.context))
+      : undefined,
+  ]
+    .filter(Boolean)
+    .join('\n');
+
+  return `
+${preamble}
+
+${data.goal}
+  `.trim();
+};
diff --git a/src/templates/defaultToolCall.ts b/src/templates/defaultToolCall.ts
new file mode 100644
index 0000000..3277dc5
--- /dev/null
+++ b/src/templates/defaultToolCall.ts
@@ -0,0 +1,10 @@
+import { PromptTemplate } from '../types';
+import { defaultTextTemplate } from './defaultText';
+
+export const defaultToolCallTemplate: PromptTemplate<any> = (data) => {
+  return `
+${defaultTextTemplate(data)}
+
+Only make a single tool call to achieve the above goal.
+  `.trim();
+};
diff --git a/src/templates/simple.ts b/src/templates/simple.ts
deleted file mode 100644
index a098c4d..0000000
--- a/src/templates/simple.ts
+++ /dev/null
@@ -1,143 +0,0 @@
-import { generateText, tool } from 'ai';
-import { GenerateTextOptions, AgentTemplate } from '../types';
-import {
-  createZodEventSchemas,
-  getAllTransitions,
-  PromptTemplate,
-  TransitionData,
-} from '../utils';
-import { AnyStateMachine } from 'xstate';
-import { z } from 'zod';
-import { ObservedState } from '../agent';
-
-const getTransitions = (state: ObservedState, logic: AnyStateMachine) => {
-  if (!logic) {
-    return [];
-  }
-
-  const resolvedState = logic.resolveState(state);
-  return getAllTransitions(resolvedState);
-};
-
-export const defaultPromptTemplate: PromptTemplate = (data) => {
-  return `
-<context>
-${JSON.stringify(data.context, null, 2)}
-</context>
-
-${data.goal}
-
-Only make a single tool call to achieve the goal.
-  `.trim();
-};
-
-export function simple(options?: GenerateTextOptions): AgentTemplate {
-  return {
-    plan: async (x) => {
-      const transitions: TransitionData[] = x.logic
-        ? getTransitions(x.state, x.logic)
-        : Object.entries(x.events).map(([eventType, { description }]) => ({
-            eventType,
-            description,
-          }));
-      const eventSchemas = createZodEventSchemas(x.events);
-
-      const filter = (eventType: string) =>
-        Object.keys(x.events).includes(eventType);
-
-      const functionNameMapping: Record<string, string> = {};
-      const tools = transitions
-        .filter((t) => {
-          return filter(t.eventType);
-        })
-        .map((t) => {
-          const name = t.eventType.replace(/\./g, '_');
-          functionNameMapping[name] = t.eventType;
-          const eventSchema = eventSchemas?.[t.eventType];
-          const {
-            description,
-            properties: { type, ...properties },
-          } = eventSchema ?? ({} as any);
-
-          return {
-            type: 'function',
-            eventType: t.eventType,
-            function: {
-              name,
-              description: t.description ?? description,
-              parameters: {
-                type: 'object',
-                properties: properties ?? {},
-              },
-            },
-          } as const;
-        });
-
-      const toolMap: Record<string, any> = {};
-
-      for (const toolCall of tools) {
-        toolMap[toolCall.function.name] = tool({
-          description: toolCall.function.description,
-          parameters: x.events?.[toolCall.eventType] ?? z.object({}),
-          execute: async (params) => {
-            const event = {
-              type: toolCall.eventType,
-              ...params,
-            };
-
-            return event;
-          },
-        });
-      }
-      const prompt = `
-<context>
-${JSON.stringify(x.state.context, null, 2)}
-</context>
-
-${x.goal}
-
-Only make a single tool call to achieve the goal.
-      `.trim();
-
-      const id = Date.now() + '';
-      // x.agent?.addHistory({
-      //   content: prompt,
-      //   id,
-      //   source: 'user',
-      //   timestamp: Date.now(),
-      // });
-
-      const result = await generateText({
-        model: x.model,
-        prompt,
-        tools: toolMap as any,
-        ...options,
-      });
-
-      const singleResult = result.toolResults[0];
-
-      // x.agent?.addHistory({
-      //   content: singleResult,
-      //   id: Date.now() + '',
-      //   source: 'model',
-      //   timestamp: Date.now(),
-      //   responseId: id,
-      // });
-
-      if (!singleResult) {
-        return undefined;
-      }
-
-      return {
-        goal: x.goal,
-        state: x.state,
-        steps: [
-          {
-            event: singleResult.result,
-          },
-        ],
-        nextEvent: singleResult.result,
-      };
-    },
-  };
-}
diff --git a/src/types.ts b/src/types.ts
index 35f0822..085dd28 100644
--- a/src/types.ts
+++ b/src/types.ts
@@ -1,63 +1,217 @@
-import { AnyStateMachine, IsNever } from 'xstate';
-import { Agent, ObservedState } from './agent';
-import { AgentPlan } from './utils';
 import {
-  CoreTool,
-  generateObject,
-  GenerateObjectResult,
+  ActorRefFrom,
+  AnyEventObject,
+  AnyStateMachine,
+  EventObject,
+  PromiseActorLogic,
+  StateValue,
+  TransitionActorLogic,
+  Values,
+} from 'xstate';
+import {
   generateText,
   GenerateTextResult,
   LanguageModel,
   streamText,
-  StreamTextResult,
 } from 'ai';
 import { ZodEventMapping } from './schemas';
-import { z } from 'zod';
+import { TypeOf } from 'zod';
 
 export type GenerateTextOptions = Parameters<typeof generateText>[0];
 
 export type StreamTextOptions = Parameters<typeof streamText>[0];
 
-export type GenerateObjectOptions<T> = Parameters<typeof generateObject>[0] & {
-  schema: z.Schema<T>;
+export type AgentPlanOptions<TEvent extends EventObject> = {
+  model: LanguageModel;
+  state: ObservedState;
+  goal: string;
+  events: ZodEventMapping;
+  logic?: AnyStateMachine;
+  template?: PromptTemplate<TEvent>;
 };
 
-export type AgentTemplateGenerateTextOptions = GenerateTextOptions & {
-  agent?: Agent<any>;
+export type AgentPlan<TEvent extends EventObject> = {
+  goal: string;
+  state: ObservedState;
+  steps: Array<{
+    event: TEvent;
+    nextState?: ObservedState;
+  }>;
+  nextEvent: TEvent | undefined;
 };
 
-export type AgentTemplateStreamTextOptions = GenerateTextOptions & {
-  agent?: Agent<any>;
-};
+export interface TransitionData {
+  eventType: string;
+  description?: string;
+  guard?: { type: string };
+  target?: any;
+}
 
-export type AgentTemplateGenerateObjectOptions<T> = GenerateObjectOptions<T> & {
-  agent?: Agent<any>;
-};
+export type PromptTemplate<TEvents extends EventObject> = (data: {
+  goal: string;
+  /**
+   * The state value
+   */
+  value?: StateValue;
+  /**
+   * The provided context
+   */
+  context?: any;
+  /**
+   * The logical model of the observed environment
+   */
+  logic?: unknown;
+  /**
+   * Past observations
+   */
+  observations?: AgentObservation[];
+  feedback?: AgentFeedback[];
+  messages?: AgentMessageHistory[];
+  plans?: AgentPlan<TEvents>[];
+}) => string;
 
-export type AgentTemplatePlanOptions = {
-  model: LanguageModel;
+export type AgentPlanner<T extends Agent<any>> = (
+  agent: T['eventTypes'],
+  options: AgentPlanOptions<T['eventTypes']>
+) => Promise<AgentPlan<T['eventTypes']> | undefined>;
+
+export type AgentDecideOptions = {
+  goal: string;
+  model?: LanguageModel;
+  context?: any;
   state: ObservedState;
+  logic: AnyStateMachine;
+  execute?: (event: AnyEventObject) => Promise<void>;
+  planner?: AgentPlanner<any>;
+  events?: ZodEventMapping;
+} & Omit<
+  Parameters<typeof generateText>[0],
+  'model' | 'tools' | 'prompt' | 'messages'
+>;
+
+export interface AgentFeedback {
+  goal: string;
+  observation: AgentObservation;
+  attributes: Record<string, any>;
+  timestamp: number;
+}
+
+export interface AgentMessageHistory {
+  role: 'user' | 'assistant';
+  content: any;
+  timestamp: number;
+  id: string;
+  // which chat message we're responding to
+  responseId?: string;
+  sessionId?: string;
+}
+
+export interface AgentObservation {
+  id: string;
+  state: ObservedState | undefined;
+  event: AnyEventObject;
+  nextState: ObservedState;
+  sessionId: string;
+  timestamp: number;
+}
+
+export interface AgentContext<TEvents extends EventObject> {
+  observations: AgentObservation[];
+  history: AgentMessageHistory[];
+  plans: AgentPlan<TEvents>[];
+  feedback: AgentFeedback[];
+}
+
+export type AgentDecisionOptions = {
   goal: string;
+  model?: LanguageModel;
+  context?: any;
+} & Omit<Parameters<typeof generateText>[0], 'model' | 'tools' | 'prompt'>;
+
+export type AgentDecisionLogic<TEvents extends EventObject> = PromiseActorLogic<
+  AgentPlan<TEvents> | undefined,
+  AgentDecisionOptions | string
+>;
+
+export type AgentLogic<TEvents extends EventObject> = TransitionActorLogic<
+  AgentContext<TEvents>,
+  | {
+      type: 'agent.reward';
+      reward: AgentFeedback;
+    }
+  | {
+      type: 'agent.observe';
+      state: ObservedState | undefined;
+      event: AnyEventObject;
+      nextState: ObservedState;
+      timestamp: number;
+      // Which actor sent the event
+      sessionId: string;
+    }
+  | {
+      type: 'agent.history';
+      history: AgentMessageHistory;
+    }
+  | {
+      type: 'agent.plan';
+      plan: AgentPlan<TEvents>;
+    },
+  any
+>;
+
+export type EventsFromZodEventMapping<TEventSchemas extends ZodEventMapping> =
+  Values<{
+    [K in keyof TEventSchemas & string]: {
+      type: K;
+    } & TypeOf<TEventSchemas[K]>;
+  }>;
+
+export type Agent<TEvents extends EventObject> = ActorRefFrom<
+  AgentLogic<TEvents>
+> & {
+  name: string;
   events: ZodEventMapping;
-  logic?: AnyStateMachine;
-  agent?: Agent<any>;
+  eventTypes: TEvents;
+  model: LanguageModel;
+  defaultOptions: GenerateTextOptions;
+
+  // Decision
+  decide: (
+    options: AgentDecideOptions
+  ) => Promise<AgentPlan<TEvents> | undefined>;
+
+  // Generate text
+  generateText: (
+    options: AgentGenerateTextOptions
+  ) => Promise<GenerateTextResult<Record<string, any>>>;
+
+  // Stream text
+  streamText: (
+    options: AgentStreamTextOptions
+  ) => AsyncIterable<{ textDelta: string }>;
+
+  addObservation: (observation: AgentObservation) => void;
+  addHistory: (history: AgentMessageHistory) => void;
+  addFeedback: (feedbackItem: AgentFeedback) => void;
+  addPlan: (plan: AgentPlan<TEvents>) => void;
+  onMessage: (callback: (message: AgentMessageHistory) => void) => void;
 };
 
-export type AgentTemplate = {
-  plan?: ({
-    model,
-    state,
-    goal,
-    events,
-    logic,
-  }: AgentTemplatePlanOptions) => Promise<AgentPlan | undefined>;
-  generateText?: (
-    options: AgentTemplateGenerateTextOptions
-  ) => Promise<GenerateTextResult<Record<string, CoreTool<any, any>>>>;
-  generateObject?: <T>(
-    options: AgentTemplateGenerateObjectOptions<T>
-  ) => Promise<GenerateObjectResult<T>>;
-  streamText?: (
-    options: StreamTextOptions
-  ) => Promise<StreamTextResult<Record<string, CoreTool<any, any>>>>;
+export type AnyAgent = Agent<any>;
+
+export type AgentGenerateTextOptions = Omit<GenerateTextOptions, 'model'> & {
+  prompt: string;
+  model?: LanguageModel;
+  context?: any;
+};
+
+export type AgentStreamTextOptions = Omit<StreamTextOptions, 'model'> & {
+  prompt: string;
+  model?: LanguageModel;
+  context?: any;
 };
+
+export interface ObservedState {
+  value: string;
+  context: Record<string, unknown>;
+}
diff --git a/src/utils.ts b/src/utils.ts
index 2cd129d..aa11275 100644
--- a/src/utils.ts
+++ b/src/utils.ts
@@ -1,11 +1,5 @@
-import { AnyMachineSnapshot, AnyStateNode, EventObject } from 'xstate';
-import zodToJsonSchema, {
-  JsonSchema7ObjectType,
-  JsonSchema7Type,
-} from 'zod-to-json-schema';
-import { ZodEventMapping } from './schemas';
-import { z } from 'zod';
-import { ObservedState } from './agent';
+import { AnyMachineSnapshot, AnyStateNode } from 'xstate';
+import { TransitionData } from './types';
 
 export function getAllTransitions(state: AnyMachineSnapshot): TransitionData[] {
   const nodes = state._nodes;
@@ -23,54 +17,6 @@ export function getAllTransitions(state: AnyMachineSnapshot): TransitionData[] {
   return transitions;
 }
 
-export type EventSchemas = {
-  [key: string]: {
-    description?: string;
-    properties?: {
-      [key: string]: JsonSchema7Type;
-    };
-  };
-};
-
-export type AgentPlan = {
-  goal: string;
-  state: ObservedState;
-  steps: Array<{
-    event: EventObject;
-    nextState?: ObservedState;
-  }>;
-  nextEvent: EventObject | undefined;
-};
-
-export type PromptTemplate = (data: {
-  goal: string;
-  context: any;
-  logic?: unknown;
-  transitions?: TransitionData[];
-}) => string;
-
-export function createZodEventSchemas<T extends ZodEventMapping>(
-  eventSchemas: T
-): {
-  [K in keyof T]: JsonSchema7ObjectType;
-} {
-  const resolvedeventSchemas = {};
-
-  for (const [eventType, zodType] of Object.entries(eventSchemas)) {
-    // @ts-ignore
-    resolvedeventSchemas[eventType] = zodToJsonSchema(
-      zodType.extend({
-        type: z.literal(eventType),
-      })
-    );
-  }
-
-  return resolvedeventSchemas as any;
-}
-
-export interface TransitionData {
-  eventType: string;
-  description?: string;
-  guard?: { type: string };
-  target?: any;
+export function wrapInXml(tagName: string, content: string): string {
+  return `<${tagName}>${content}</${tagName}>`;
 }