diff --git a/agent.py b/agent.py
new file mode 100644
index 0000000..165d2b6
--- /dev/null
+++ b/agent.py
@@ -0,0 +1,127 @@
+import os
+import argparse
+from typing import Annotated, Union
+from pydantic import BaseModel, Field, ValidationError, Literal
+from langchain_openai import ChatOpenAI
+from langchain_core.output_parsers import PydanticOutputParser
+from dotenv import load_dotenv
+
+# Load environment variables for API key
+load_dotenv()
+
+# Define Pydantic models for log events
+class HttpOkEvent(BaseModel):
+    kind: Literal["ok"] = "ok"
+    status: int = Field(..., description="HTTP status code")
+    path: str
+
+class HttpErrorEvent(BaseModel):
+    kind: Literal["error"] = "error"
+    status: int = Field(..., description="HTTP status code")
+    path: str
+    error: str
+
+# Union type with discriminator
+ApiEvent = Annotated[
+    Union[HttpOkEvent, HttpErrorEvent],
+    Field(discriminator="kind")
+]
+
+# Structured output parser
+parser = PydanticOutputParser(pydantic_object=ApiEvent)
+
+# LLM instance
+llm = ChatOpenAI(
+    api_key=os.getenv("OPENAI_API_KEY"),
+    base_url=os.getenv("OPENAI_BASE_URL"),
+    model=os.getenv("OPENAI_MODEL", "gpt-3.5-turbo"),
+)
+
+
+def parse_line(line: str) -> ApiEvent:
+    """Parse a single log line using LLM and structured output parser."""
+    prompt = (
+        f"You are a log parser. {parser.get_format_instructions()}\n"
+        f"Log line: {line}\n"
+    )
+    try:
+        raw_output = llm.invoke(prompt)
+        if hasattr(raw_output, "content"):
+            raw_text = raw_output.content
+        else:
+            raw_text = str(raw_output)
+        event = parser.parse(raw_text)
+        return event
+    except Exception as e:
+        # Fallback: simple regex parsing
+        # This fallback is only for safety and not part of primary implementation.
+        # It attempts to extract status, path, and error if present.
+        # If parsing fails, raise the original exception.
+        import re
+        error_pattern = r"(?P<status>\d{3})\s+(?P<path>\S+)(?:\s+error:\s+(?P<error>.+))?"
+        match = re.search(error_pattern, line)
+        if match:
+            groups = match.groupdict()
+            status = int(groups["status"])
+            path = groups["path"]
+            if status >= 400:
+                return HttpErrorEvent(kind="error", status=status, path=path, error=groups.get("error", ""))
+            else:
+                return HttpOkEvent(kind="ok", status=status, path=path)
+        else:
+            raise e
+
+
+def summarize_events(events: list[ApiEvent]) -> None:
+    """Print a summary table of events."""
+    header = f"{'Kind':<6} {'Status':<6} {'Path':<20} {'Error':<30}"
+    print(header)
+    print('-' * len(header))
+    for e in events:
+        if isinstance(e, HttpOkEvent):
+            print(f"{e.kind:<6} {e.status:<6} {e.path:<20} {'':<30}")
+        elif isinstance(e, HttpErrorEvent):
+            print(f"{e.kind:<6} {e.status:<6} {e.path:<20} {e.error:<30}")
+
+
+def main():
+    parser_cli = argparse.ArgumentParser(description="Parse raw log lines into typed API events.")
+    parser_cli.add_argument(
+        "--input",
+        type=str,
+        help="Path to a file containing log lines or raw log string. If omitted, a sample log is used.",
+    )
+    args = parser_cli.parse_args()
+
+    if args.input:
+        if os.path.isfile(args.input):
+            with open(args.input, "r", encoding="utf-8") as f:
+                data = f.read()
+        else:
+            data = args.input
+    else:
+        # sample log
+        data = (
+            "200 /api/v1/users\n"
+            "404 /api/v1/items error: Not Found\n"
+            "500 /api/v1/orders error: Internal Server Error"
+        )
+
+    # Split into lines or blocks
+    lines = [line for line in data.splitlines() if line.strip()]
+    events: list[ApiEvent] = []
+    for line in lines:
+        try:
+            event = parse_line(line)
+            events.append(event)
+        except Exception as exc:
+            print(f"Failed to parse line: {line!r}. Error: {exc}")
+
+    if events:
+        summarize_events(events)
+    else:
+        print("No events parsed.")
+
+
+if __name__ == "__main__":
+    main()