diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..e43b0f9
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+.DS_Store
diff --git a/cmd/streamer/main.go b/cmd/streamer/main.go
new file mode 100644
index 0000000..462effb
--- /dev/null
+++ b/cmd/streamer/main.go
@@ -0,0 +1,99 @@
+package main
+
+import (
+	"math/rand"
+	"net/http"
+	"strings"
+	"time"
+
+	"github.com/ivanvanderbyl/smith/pkg/streaming"
+	"github.com/rs/cors"
+)
+
+var exampleResponse = `You are a parliamentary advisor in Australia whose role is to help the general public understand the discussions and debates that have taken place in parliament.
+  Your objective is to provide clear, concise, and impartial summaries of parliamentary proceedings to facilitate increased civic engagement and informed participation in the electoral process.
+  When responding to inquiries, aim to present the key points, arguments, and decisions made by parliamentarians in an easily understandable manner, while maintaining a neutral stance and avoiding any personal bias or opinion.
+  Your explanations should be accessible to a broad audience, regardless of their prior knowledge of the political system or the specific issues being addressed.
+  If no key points are present, do not return any text, and only refer to the original text and not your own interpretation.
+  Always include the Name of the speaker and their Party in the response if quoted.
+
+  Given the following information, answer the question.
+  Every response should be in Australian English. Dates and Numeric values are always in metric format.
+  Include key points and arguments made by parliamentarians. Ensure the response is clear, concise, and impartial.
+  Always refer to Members of Parliament by their full name and party affiliation in the format: "**First name Last name** _(Party, Electorate)_".
+
+  Your audience has a post graduate level of education and is interested in understanding the key points of the parliamentary proceedings.
+
+  Context information is below.`
+
+type Annotation struct {
+	Type      string `json:"type"`
+	Timestamp int64  `json:"timestamp"`
+	Data      Event  `json:"data"`
+}
+
+type Event struct {
+	Type string `json:"type"`
+}
+
+// :[{"type":"agent","timestamp":1719466594099,"data":{"type":"chat-start"}}
+
+// streamChat is a simple HTTP handler that streams a response to the client.
+// It is used to demonstrate how to stream responses to the client in a format that
+// is compatible with the Vercel @ai-sdk.
+func streamChat(w http.ResponseWriter, req *http.Request) {
+	// Check if the client supports flushing.
+	flusher, ok := w.(http.Flusher)
+	if !ok {
+		http.Error(w, "Streaming unsupported!", http.StatusInternalServerError)
+		return
+	}
+
+	// Use the chunked transfer encoding to stream the response to the client.
+	w.Header().Set("Transfer-Encoding", "chunked")
+	w.WriteHeader(http.StatusOK)
+
+	// Stream an empty response to the client to signal the start of the chat.
+	b, err := streaming.Marshal(streaming.TextPart{Value: string("")})
+	if err != nil {
+		http.Error(w, err.Error(), http.StatusInternalServerError)
+		return
+	}
+	w.Write(b)
+	flusher.Flush()
+
+	b, err = streaming.Marshal(streaming.AnnotationPart[Annotation]{
+		Value: []Annotation{
+			{Type: "agent", Timestamp: time.Now().Unix(), Data: Event{Type: "chat-start"}},
+		},
+	})
+	if err != nil {
+		http.Error(w, err.Error(), http.StatusInternalServerError)
+		return
+	}
+	w.Write(b)
+	flusher.Flush()
+
+	time.Sleep(1 * time.Second)
+
+	for _, str := range strings.Split(exampleResponse, " ") {
+		str = str + " "
+		b, err := streaming.Marshal(streaming.TextPart{Value: string(str)})
+		if err != nil {
+			http.Error(w, err.Error(), http.StatusInternalServerError)
+			return
+		}
+		w.Write(b)
+		flusher.Flush()
+
+		randomDuration := rand.Intn(250) // 101 to include 100
+		time.Sleep(time.Duration(randomDuration) * time.Millisecond)
+	}
+}
+
+func main() {
+	mux := http.NewServeMux()
+	mux.HandleFunc("/chat", streamChat)
+	handler := cors.Default().Handler(mux)
+	http.ListenAndServe(":8090", handler)
+}
diff --git a/go.mod b/go.mod
index f387b50..0b1c3a3 100644
--- a/go.mod
+++ b/go.mod
@@ -4,6 +4,7 @@ go 1.20
 
 require (
 	github.com/invopop/jsonschema v0.12.0
+	github.com/rs/cors v1.11.0
 	github.com/stretchr/testify v1.8.2
 )
 
diff --git a/go.sum b/go.sum
index 4e96623..0260c21 100644
--- a/go.sum
+++ b/go.sum
@@ -17,6 +17,8 @@ github.com/mailru/easyjson v0.7.7 h1:UGYAvKxe3sBsEDzO8ZeWOSlIQfWFlxbzLZe7hwFURr0
 github.com/mailru/easyjson v0.7.7/go.mod h1:xzfreul335JAWq5oZzymOObrkdz5UnU4kGfJJLY9Nlc=
 github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
+github.com/rs/cors v1.11.0 h1:0B9GE/r9Bc2UxRMMtymBkHTenPkHDv0CW4Y98GBY+po=
+github.com/rs/cors v1.11.0/go.mod h1:XyqrcTp5zjWr1wsJ8PIRZssZ8b/WMcMf71DJnit4EMU=
 github.com/sashabaranov/go-openai v1.26.0 h1:upM565hxdqvCxNzuAcEBZ1XsfGehH0/9kgk9rFVpDxQ=
 github.com/sashabaranov/go-openai v1.26.0/go.mod h1:lj5b/K+zjTSFxVLijLSTDZuP7adOgerWeFyZLUhAKRg=
 github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
diff --git a/pkg/agent/agent.go b/pkg/agent/agent.go
new file mode 100644
index 0000000..3dfec25
--- /dev/null
+++ b/pkg/agent/agent.go
@@ -0,0 +1,75 @@
+package agent
+
+import (
+	"github.com/ivanvanderbyl/smith/pkg/function"
+	"github.com/sashabaranov/go-openai"
+)
+
+const MAX_TOOL_CALLS = 10
+
+type (
+	Agent struct {
+		Tasks        []Task
+		SystemPrompt string
+		llm          *openai.Client
+		Tools        function.AnyFunctions
+	}
+
+	AgentOption func(*Agent)
+
+	Task struct {
+		History       []ChatMessage
+		ToolCallCount int
+	}
+
+	Step struct {
+		ID           string
+		PreviousStep *Step
+		NextSteps    []*Step
+	}
+
+	ChatMessage struct {
+		Content string
+		Role    Role
+	}
+
+	Role string
+)
+
+const (
+	RoleUser      Role = "user"
+	RoleAssistant Role = "assistant"
+	RoleSystem    Role = "system"
+	RoleMemory    Role = "memory"
+)
+
+// ShouldContinue returns true if the task should continue to run.
+func (t *Task) ShouldContinue() bool {
+	return t.ToolCallCount < MAX_TOOL_CALLS
+}
+
+func WithSystemPrompt(prompt string) AgentOption {
+	return func(a *Agent) {
+		a.SystemPrompt = prompt
+	}
+}
+
+func (a *Agent) CreateTask() *Task {
+	initialMessages := []ChatMessage{
+		{
+			Content: a.SystemPrompt,
+			Role:    RoleSystem,
+		},
+
+		// Include previous history
+	}
+
+	return &Task{
+		History:       initialMessages,
+		ToolCallCount: 0,
+	}
+}
+
+func (s *Step) IsLast() bool {
+	return len(s.NextSteps) == 0
+}
diff --git a/pkg/llm/llm.go b/pkg/llm/llm.go
new file mode 100644
index 0000000..f0e3930
--- /dev/null
+++ b/pkg/llm/llm.go
@@ -0,0 +1,13 @@
+package llm
+
+type (
+	LLM interface {
+		CreateChatCompletion(input ChatCompletionParams) (ChatResponse, error)
+		// CreateCompletionStream(input CompletionRequest) (CompletionStream, error)
+	}
+
+	ChatCompletionParams struct {
+	}
+
+	ChatResponse struct{}
+)
diff --git a/pkg/streaming/formatter.go b/pkg/streaming/formatter.go
new file mode 100644
index 0000000..162b1f3
--- /dev/null
+++ b/pkg/streaming/formatter.go
@@ -0,0 +1,122 @@
+// streaming implements a stream encoder that is compatible with the Vercel @ai-sdk.
+package streaming
+
+import (
+	"bytes"
+	"encoding/json"
+	"fmt"
+	"strings"
+)
+
+type (
+	StreamPart interface {
+		isStreamPart()
+		Code() Code
+		fmt.Stringer
+	}
+
+	Code int8
+
+	TextPart struct {
+		Value string
+	}
+
+	FunctionCallPart[T any] struct {
+		Name string `json:"name"`
+		Args T      `json:"arguments"`
+	}
+
+	AnnotationPart[T any] struct {
+		Value []T
+	}
+)
+
+func (TextPart) isStreamPart() {}
+
+func (TextPart) Code() Code {
+	return TextPartCode
+}
+
+func (t TextPart) String() string {
+	b, err := json.Marshal(t.Value)
+	if err != nil {
+		return ""
+	}
+
+	return string(b)
+}
+
+func (FunctionCallPart[T]) isStreamPart() {}
+
+func (FunctionCallPart[T]) Code() Code {
+	return FunctionCallPartCode
+}
+
+type functionCall struct {
+	Name string `json:"name"`
+	Args string `json:"arguments"`
+}
+
+type functionCallWrapper[T any] struct {
+	Fn functionCall `json:"function_call"`
+}
+
+func (f FunctionCallPart[T]) String() string {
+	v := functionCallWrapper[T]{
+		Fn: functionCall{
+			Name: f.Name,
+		},
+	}
+
+	b, err := json.Marshal(f.Args)
+	if err != nil {
+		return ""
+	}
+	v.Fn.Args = string(b)
+
+	buf := new(bytes.Buffer)
+	_ = json.NewEncoder(buf).Encode(v)
+	return buf.String()
+}
+
+func (AnnotationPart[T]) isStreamPart() {}
+
+func (AnnotationPart[T]) Code() Code {
+	return MessageAnnotationsPartCode
+}
+
+func (a AnnotationPart[T]) String() string {
+	buf := new(bytes.Buffer)
+	_ = json.NewEncoder(buf).Encode(a.Value)
+	return buf.String()
+}
+
+const (
+	TextPartCode Code = iota
+	FunctionCallPartCode
+	DataPartCode
+	ErrorPartCode
+	AssistantMessagePartCode
+	AssistantControlDataPartCode
+	DataMessagePartCode
+	ToolCallsPartCode
+	MessageAnnotationsPartCode
+	ToolCallPartCode
+	ToolResultPartCode
+)
+
+// Marshal formats a stream part into a string
+func Marshal(part StreamPart) ([]byte, error) {
+	out := bytes.NewBuffer(nil)
+
+	value := part.String()
+	if strings.HasSuffix(value, "\n") {
+		value = strings.TrimSuffix(value, "\n")
+	}
+
+	_, err := fmt.Fprintf(out, "%d:%s\n", part.Code(), value)
+	if err != nil {
+		return nil, err
+	}
+	return out.Bytes(), nil
+}
diff --git a/pkg/streaming/formatter_test.go b/pkg/streaming/formatter_test.go
new file mode 100644
index 0000000..99633b7
--- /dev/null
+++ b/pkg/streaming/formatter_test.go
@@ -0,0 +1,65 @@
+package streaming_test
+
+import (
+	"bytes"
+	"encoding/json"
+	"strings"
+	"testing"
+
+	"github.com/ivanvanderbyl/smith/pkg/streaming"
+	"github.com/stretchr/testify/assert"
+)
+
+type WeatherArgs struct {
+	Location string `json:"location"`
+	Units    string `json:"units"`
+}
+
+type AgentEvent struct {
+	Type string          `json:"type"`
+	Data json.RawMessage `json:"data"`
+}
+
+type Anot struct {
+	Test string `json:"test"`
+}
+
+func TestEncoding(t *testing.T) {
+	a := assert.New(t)
+
+	tests := []struct {
+		name     string
+		part     streaming.StreamPart
+		expected string
+	}{
+		{
+			name:     "TextPart",
+			part:     streaming.TextPart{Value: "Hello, World!"},
+			expected: "0:\"Hello, World!\"\n",
+		},
+		{
+			name:     "FunctionCallPart",
+			part:     streaming.FunctionCallPart[string]{Name: "GET_WEATHER", Args: "Sydney, Australia"},
+			expected: `1:"{\"function_call\":{\"name\":\"GET_WEATHER\",\"arguments\":\"{\\\"location\\\":\\\"Sydney, Australia\\\",\\\"units\\\":\\\"celsius\\\"}\"}}`,
+		},
+		{
+			name:     "FunctionCallPart with object",
+			part:     streaming.FunctionCallPart[WeatherArgs]{Name: "GET_WEATHER", Args: WeatherArgs{Location: "Sydney, Australia", Units: "celsius"}},
+			expected: `1:{"function_call":{"name":"GET_WEATHER","arguments":"{\"location\":\"Sydney, Australia\",\"units\":\"celsius\"}"}}`,
+		},
+		{
+			name:     "AnnotationPart",
+			part:     streaming.AnnotationPart[Anot]{Value: []Anot{{Test: "value"}}},
+			expected: `8:[{"test":"value"}]`,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			encoded, err := streaming.Marshal(tt.part)
+			a.NoError(err)
+			a.Equal(strings.TrimSpace(tt.expected), strings.TrimSpace(string(encoded)))
+			a.True(bytes.HasSuffix(encoded, []byte("\n")))
+		})
+	}
+}