chore: import upstream snapshot with attribution
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"""
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MS Agent Framework agent backing the In-App HITL (frontend-tool + popup) demo.
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The agent is a support assistant that processes customer-care requests
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(refunds, account changes, escalations). Any action that materially
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affects a customer MUST be confirmed by the human operator via the
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frontend-provided `request_user_approval` tool.
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The tool is defined on the frontend via `useFrontendTool` with an async
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handler that opens a modal dialog OUTSIDE the chat surface. The handler
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awaits the user's decision and resolves with
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``{"approved": bool, "reason": str | None}``. This agent treats that
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result as authoritative: if ``approved`` is ``True``, continue;
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otherwise, stop and explain the decision back to the user.
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"""
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from __future__ import annotations
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from collections.abc import AsyncGenerator
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from textwrap import dedent
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from typing import Any
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from ag_ui.core import BaseEvent
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from agent_framework import Agent, BaseChatClient
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from agent_framework_ag_ui import AgentFrameworkAgent
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SYSTEM_PROMPT = dedent(
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"""
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You are a support operations copilot working alongside a human operator
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inside an internal support console. The operator can see a list of open
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support tickets on the left side of their screen and is chatting with
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you on the right.
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Whenever the operator asks you to take an action that affects a
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customer -- for example: issuing a refund, updating a customer's plan,
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cancelling a subscription, escalating a ticket, or sending an apology
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credit -- you MUST first call the frontend-provided
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`request_user_approval` tool to obtain the operator's explicit consent.
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How to use `request_user_approval`:
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- `message`: a short, plain-English summary of the exact action you
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are about to take, including concrete numbers (e.g. '$50 refund to
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customer #12345').
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- `context`: optional extra context the operator might want to review
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(the ticket ID, the policy rule you're applying, etc.). Keep it to
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one or two short sentences.
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The tool returns an object of the shape
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`{"approved": boolean, "reason": string | null}`.
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- If `approved` is `true`: confirm in one short sentence that you are
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processing the action. You do not actually need to call any other
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tool -- this is a demo. Just acknowledge.
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- If `approved` is `false`: acknowledge the rejection in one short
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sentence and, if `reason` is non-empty, reflect the operator's
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reason back to them. Do NOT retry the action.
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Keep all chat replies to one or two short sentences. Never make up
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customer data -- always use whatever the operator told you in the
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prompt.
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"""
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).strip()
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def _tool_call_ids(message: dict[str, Any]) -> set[str]:
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tool_calls = message.get("tool_calls") or message.get("toolCalls") or []
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if not isinstance(tool_calls, list):
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return set()
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ids: set[str] = set()
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for call in tool_calls:
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if isinstance(call, dict) and isinstance(call.get("id"), str):
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ids.add(call["id"])
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return ids
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def _tool_result_ids(messages: list[dict[str, Any]], start_index: int) -> set[str]:
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ids: set[str] = set()
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for message in messages[start_index + 1 :]:
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if message.get("role") == "user":
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break
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if message.get("role") != "tool":
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continue
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call_id = message.get("tool_call_id") or message.get("toolCallId")
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if isinstance(call_id, str):
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ids.add(call_id)
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return ids
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def _last_user_message_index(messages: list[dict[str, Any]]) -> int:
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for index in range(len(messages) - 1, -1, -1):
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if messages[index].get("role") == "user":
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return index
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return -1
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def _sanitize_approval_history(messages: Any) -> list[dict[str, Any]]:
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"""Keep only the active approval tool pair; summarize older pairs via text."""
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if not isinstance(messages, list):
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return []
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typed_messages = [message for message in messages if isinstance(message, dict)]
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last_user_index = _last_user_message_index(typed_messages)
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clean: list[dict[str, Any]] = []
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for index, message in enumerate(typed_messages):
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if index < last_user_index:
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if message.get("role") == "tool":
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continue
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if message.get("role") == "assistant" and _tool_call_ids(message):
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continue
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clean.append(message)
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continue
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if message.get("role") == "assistant":
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call_ids = _tool_call_ids(message)
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if call_ids and not call_ids.issubset(
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_tool_result_ids(typed_messages, index)
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):
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continue
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clean.append(message)
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return clean
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class HitlInAppFrameworkAgent(AgentFrameworkAgent):
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"""AgentFrameworkAgent that drops malformed historical approval tool calls."""
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async def run( # type: ignore[override]
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self,
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input_data: dict[str, Any],
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) -> AsyncGenerator[BaseEvent, None]:
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patched_input = dict(input_data)
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patched_input["messages"] = _sanitize_approval_history(
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input_data.get("messages")
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)
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async for event in super().run(patched_input):
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yield event
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def create_hitl_in_app_agent(chat_client: BaseChatClient) -> HitlInAppFrameworkAgent:
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"""Instantiate the In-App HITL demo agent backed by Microsoft Agent Framework."""
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base_agent = Agent(
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client=chat_client,
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name="hitl_in_app_agent",
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instructions=SYSTEM_PROMPT,
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tools=[],
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default_options={"allow_multiple_tool_calls": False},
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)
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return HitlInAppFrameworkAgent(
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agent=base_agent,
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name="CopilotKitMSAgentHitlInAppAgent",
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description=(
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"Support copilot that asks for explicit operator approval via a "
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"frontend-provided tool before taking any customer-affecting action."
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),
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require_confirmation=False,
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)
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