OpenAI

pip install openai

from openai import OpenAI
from memwire import MemWire, MemWireConfig

client = OpenAI(api_key="your-api-key")

config = MemWireConfig(qdrant_path="./memwire_data")
memory = MemWire(config=config)

USER_ID = "alice"

# Store a message into memory
memory.add(
    user_id=USER_ID,
    messages=[{"role": "user", "content": "I prefer dark mode and short answers."}],
)

# Recall relevant context for the next query
result = memory.recall("How should I format my answers?", user_id=USER_ID)

# Build the prompt with injected memory context
messages = [{"role": "system", "content": "You are a helpful assistant."}]
if result.formatted:
    messages.append({"role": "system", "content": f"Memory context:\n{result.formatted}"})
messages.append({"role": "user", "content": "How should I format my answers?"})

# Call the OpenAI API
response = client.chat.completions.create(model="gpt-4o", messages=messages)
reply = response.choices[0].message.content
print(reply)

# Reinforce memory paths that led to this response
memory.feedback(response=reply, user_id=USER_ID)

memory.close()

export OPENAI_API_KEY=your-api-key

from openai import OpenAI

client = OpenAI()  # reads OPENAI_API_KEY automatically

stream = client.chat.completions.create(
    model="gpt-4o",
    messages=messages,
    stream=True,
)

reply = ""
for chunk in stream:
    delta = chunk.choices[0].delta.content or ""
    print(delta, end="", flush=True)
    reply += delta

# Reinforce after the full response is assembled
memory.feedback(response=reply, user_id=USER_ID)