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hermes-agent/agent/title_generator.py

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"""Auto-generate short session titles from the first user/assistant exchange.
Runs asynchronously after the first response is delivered so it never
adds latency to the user-facing reply.
"""
import logging
import threading
from typing import Optional
from agent.auxiliary_client import call_llm
logger = logging.getLogger(__name__)
_TITLE_PROMPT = (
"Generate a short, descriptive title (3-7 words) for a conversation that starts with the "
"following exchange. The title should capture the main topic or intent. "
"Return ONLY the title text, nothing else. No quotes, no punctuation at the end, no prefixes."
)
def generate_title(user_message: str, assistant_response: str, timeout: float = 15.0) -> Optional[str]:
"""Generate a session title from the first exchange.
Uses the auxiliary LLM client (cheapest/fastest available model).
Returns the title string or None on failure.
"""
# Truncate long messages to keep the request small
user_snippet = user_message[:500] if user_message else ""
assistant_snippet = assistant_response[:500] if assistant_response else ""
messages = [
{"role": "system", "content": _TITLE_PROMPT},
{"role": "user", "content": f"User: {user_snippet}\n\nAssistant: {assistant_snippet}"},
]
try:
response = call_llm(
task="compression", # reuse compression task config (cheap/fast model)
messages=messages,
max_tokens=30,
temperature=0.3,
timeout=timeout,
)
title = (response.choices[0].message.content or "").strip()
# Clean up: remove quotes, trailing punctuation, prefixes like "Title: "
title = title.strip('"\'')
if title.lower().startswith("title:"):
title = title[6:].strip()
# Enforce reasonable length
if len(title) > 80:
title = title[:77] + "..."
return title if title else None
except Exception as e:
logger.debug("Title generation failed: %s", e)
return None
def auto_title_session(
session_db,
session_id: str,
user_message: str,
assistant_response: str,
) -> None:
"""Generate and set a session title if one doesn't already exist.
Called in a background thread after the first exchange completes.
Silently skips if:
- session_db is None
- session already has a title (user-set or previously auto-generated)
- title generation fails
"""
if not session_db or not session_id:
return
# Check if title already exists (user may have set one via /title before first response)
try:
existing = session_db.get_session_title(session_id)
if existing:
return
except Exception:
return
title = generate_title(user_message, assistant_response)
if not title:
return
try:
session_db.set_session_title(session_id, title)
logger.debug("Auto-generated session title: %s", title)
except Exception as e:
logger.debug("Failed to set auto-generated title: %s", e)
def maybe_auto_title(
session_db,
session_id: str,
user_message: str,
assistant_response: str,
conversation_history: list,
) -> None:
"""Fire-and-forget title generation after the first exchange.
Only generates a title when:
- This appears to be the first userassistant exchange
- No title is already set
"""
if not session_db or not session_id or not user_message or not assistant_response:
return
# Count user messages in history to detect first exchange.
# conversation_history includes the exchange that just happened,
# so for a first exchange we expect exactly 1 user message
# (or 2 counting system). Be generous: generate on first 2 exchanges.
user_msg_count = sum(1 for m in (conversation_history or []) if m.get("role") == "user")
if user_msg_count > 2:
return
thread = threading.Thread(
target=auto_title_session,
args=(session_db, session_id, user_message, assistant_response),
daemon=True,
name="auto-title",
)
thread.start()