deer-flow/backend/packages/harness/deerflow/agents/middlewares/dynamic_context_middleware.py

"""Middleware to inject dynamic context (memory, current date) as a system-reminder.

The system prompt is kept fully static for maximum prefix-cache reuse across users
and sessions.  The current date is always injected.  Per-user memory is also injected
when ``memory.injection_enabled`` is True in the app config.  Both are delivered once
per conversation as a dedicated <system-reminder> HumanMessage inserted before the
first user message (frozen-snapshot pattern).

When a conversation spans midnight the middleware detects the date change and injects
a lightweight date-update reminder as a separate HumanMessage before the current turn.
This correction is persisted so subsequent turns on the new day see a consistent history
and do not re-inject.

Reminder format:

    <system-reminder>
    <memory>...</memory>

    <current_date>2026-05-08, Friday</current_date>
    </system-reminder>

Date-update format:

    <system-reminder>
    <current_date>2026-05-09, Saturday</current_date>
    </system-reminder>
"""

from __future__ import annotations

import logging
import re
import uuid
from datetime import datetime
from typing import TYPE_CHECKING, override

from langchain.agents.middleware import AgentMiddleware
from langchain_core.messages import HumanMessage
from langgraph.runtime import Runtime

if TYPE_CHECKING:
    from deerflow.config.app_config import AppConfig

logger = logging.getLogger(__name__)

_DATE_RE = re.compile(r"<current_date>([^<]+)</current_date>")
_DYNAMIC_CONTEXT_REMINDER_KEY = "dynamic_context_reminder"
_SUMMARY_MESSAGE_NAME = "summary"


def _extract_date(content: str) -> str | None:
    """Return the first <current_date> value found in *content*, or None."""
    m = _DATE_RE.search(content)
    return m.group(1) if m else None


def is_dynamic_context_reminder(message: object) -> bool:
    """Return whether *message* is a hidden dynamic-context reminder."""
    return isinstance(message, HumanMessage) and bool(message.additional_kwargs.get(_DYNAMIC_CONTEXT_REMINDER_KEY))


def _last_injected_date(messages: list) -> str | None:
    """Scan messages in reverse and return the most recently injected date.

    Detection uses the ``dynamic_context_reminder`` additional_kwargs flag rather
    than content substring matching, so user messages containing ``<system-reminder>``
    are not mistakenly treated as injected reminders.
    """
    for msg in reversed(messages):
        if is_dynamic_context_reminder(msg):
            content_str = msg.content if isinstance(msg.content, str) else str(msg.content)
            return _extract_date(content_str)
    return None


def is_dynamic_context_reminder(message: object) -> bool:
    """Return whether *message* is a hidden dynamic-context reminder."""
    return isinstance(message, HumanMessage) and bool(message.additional_kwargs.get(_DYNAMIC_CONTEXT_REMINDER_KEY))


def _is_user_injection_target(message: object) -> bool:
    """Return whether *message* can receive a dynamic-context reminder."""
    return isinstance(message, HumanMessage) and not is_dynamic_context_reminder(message) and message.name != _SUMMARY_MESSAGE_NAME


class DynamicContextMiddleware(AgentMiddleware):
    """Inject memory and current date into HumanMessages as a <system-reminder>.

    First turn
    ----------
    Prepends a full system-reminder (memory + date) to the first HumanMessage and
    persists it (same message ID).  The first message is then frozen for the whole
    session — its content never changes again, so the prefix cache can hit on every
    subsequent turn.

    Midnight crossing
    -----------------
    If the conversation spans midnight, the current date differs from the date that
    was injected earlier.  In that case a lightweight date-update reminder is prepended
    to the **current** (last) HumanMessage and persisted.  Subsequent turns on the new
    day see the corrected date in history and skip re-injection.
    """

    def __init__(self, agent_name: str | None = None, *, app_config: AppConfig | None = None):
        super().__init__()
        self._agent_name = agent_name
        self._app_config = app_config

    def _build_full_reminder(self) -> str:
        from deerflow.agents.lead_agent.prompt import _get_memory_context

        # Memory injection is gated by injection_enabled; date is always included.
        injection_enabled = self._app_config.memory.injection_enabled if self._app_config else True
        memory_context = _get_memory_context(self._agent_name, app_config=self._app_config) if injection_enabled else ""
        current_date = datetime.now().strftime("%Y-%m-%d, %A")

        lines: list[str] = ["<system-reminder>"]
        if memory_context:
            lines.append(memory_context.strip())
            lines.append("")  # blank line separating memory from date
        lines.append(f"<current_date>{current_date}</current_date>")
        lines.append("</system-reminder>")

        return "\n".join(lines)

    def _build_date_update_reminder(self) -> str:
        current_date = datetime.now().strftime("%Y-%m-%d, %A")
        return "\n".join(
            [
                "<system-reminder>",
                f"<current_date>{current_date}</current_date>",
                "</system-reminder>",
            ]
        )

    @staticmethod
    def _make_reminder_and_user_messages(original: HumanMessage, reminder_content: str) -> tuple[HumanMessage, HumanMessage]:
        """Return (reminder_msg, user_msg) using the ID-swap technique.

        reminder_msg takes the original message's ID so that add_messages replaces it
        in-place (preserving position).  user_msg carries the original content with a
        derived ``{id}__user`` ID and is appended immediately after by add_messages.

        If the original message has no ID a stable UUID is generated so the derived
        ``{id}__user`` ID never collapses to the ambiguous ``None__user`` string.
        """
        stable_id = original.id or str(uuid.uuid4())
        reminder_msg = HumanMessage(
            content=reminder_content,
            id=stable_id,
            additional_kwargs={"hide_from_ui": True, _DYNAMIC_CONTEXT_REMINDER_KEY: True},
        )
        user_msg = HumanMessage(
            content=original.content,
            id=f"{stable_id}__user",
            name=original.name,
            additional_kwargs=original.additional_kwargs,
        )
        return reminder_msg, user_msg

    def _inject(self, state) -> dict | None:
        messages = list(state.get("messages", []))
        if not messages:
            return None

        current_date = datetime.now().strftime("%Y-%m-%d, %A")
        last_date = _last_injected_date(messages)
        logger.debug(
            "DynamicContextMiddleware._inject: msg_count=%d last_date=%r current_date=%r",
            len(messages),
            last_date,
            current_date,
        )

        if last_date is None:
            # ── First turn: inject full reminder as a separate HumanMessage ─────
            first_idx = next((i for i, m in enumerate(messages) if _is_user_injection_target(m)), None)
            if first_idx is None:
                return None
            full_reminder = self._build_full_reminder()
            logger.info(
                "DynamicContextMiddleware: injecting full reminder (len=%d, has_memory=%s) into first HumanMessage id=%r",
                len(full_reminder),
                "<memory>" in full_reminder,
                messages[first_idx].id,
            )
            reminder_msg, user_msg = self._make_reminder_and_user_messages(messages[first_idx], full_reminder)
            return {"messages": [reminder_msg, user_msg]}

        if last_date == current_date:
            # ── Same day: nothing to do ──────────────────────────────────────────
            return None

        # ── Midnight crossed: inject date-update reminder as a separate HumanMessage ──
        last_human_idx = next((i for i in reversed(range(len(messages))) if _is_user_injection_target(messages[i])), None)
        if last_human_idx is None:
            return None

        reminder_msg, user_msg = self._make_reminder_and_user_messages(messages[last_human_idx], self._build_date_update_reminder())
        logger.info("DynamicContextMiddleware: midnight crossing detected — injected date update before current turn")
        return {"messages": [reminder_msg, user_msg]}

    @override
    def before_agent(self, state, runtime: Runtime) -> dict | None:
        return self._inject(state)

    @override
    async def abefore_agent(self, state, runtime: Runtime) -> dict | None:
        return self._inject(state)