Your agent stops behaving
like itself. You know first.

from zizkadb import ZizkaDB

db = ZizkaDB("agdb_live_xxxx")   # your API key

result = await db.log(
    agent="my-bot",
    event="tool_call",
    data={"tool": "search", "query": "pricing"},
)

# Why did this happen?
chain = await db.why(result.event_id)
chain.print()

from zizkadb import ZizkaDB

db = ZizkaDB("agdb_live_xxxx")   # your API key

# 1. Log what your agent does
msg = await db.log(agent="support-bot", event="user_message",
    data={"text": "why is my bill $200?"})

# 2. Link every action to its cause
tool = await db.log(agent="support-bot", event="tool_call",
    data={"tool": "get_billing", "user": 123},
    parent_id=msg.event_id)          # ← causal link

# 3. Ask why, at any time, for any event
chain = await db.why(tool.event_id)
chain.print()
# user_message: "why is my bill $200?"     [14:32:01]
#   └── tool_call: get_billing(user=123)    [14:32:02]
#       └── response: "Found anomaly"       [14:32:03]

import anthropic
from zizkadb import ZizkaDB

db     = ZizkaDB("agdb_live_xxxx")
client = anthropic.Anthropic()

async def run(user_input: str):
    # Log the user turn
    turn = await db.log(
        agent="claude-3-5-sonnet",
        event="user_message",
        data={"text": user_input},
    )

    response = client.messages.create(
        model="claude-3-5-sonnet-20241022",
        max_tokens=1024,
        messages=[{"role": "user", "content": user_input}],
    )

    # Log Claude's reply, causally linked to the input
    await db.log(
        agent="claude-3-5-sonnet",
        event="assistant_response",
        data={"text": response.content[0].text},
        parent_id=turn.event_id,     # ← one line. full lineage.
    )
    return response