fix: make confidence visible to users when below 0.7 threshold (#259)
Co-authored-by: rockachopa <alexpaynex@gmail.com> Co-committed-by: rockachopa <alexpaynex@gmail.com>
This commit was merged in pull request #259.
This commit is contained in:
@@ -110,6 +110,10 @@ async def chat(message: str, session_id: str | None = None) -> str:
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confidence = estimate_confidence(response_text)
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logger.debug("Response confidence: %.2f", confidence)
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# Make confidence visible to user when below threshold (SOUL.md requirement)
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if confidence is not None and confidence < 0.7:
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response_text += f"\n\n[confidence: {confidence:.0%}]"
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# Record Timmy response after getting it
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session_logger.record_message("timmy", response_text, confidence=confidence)
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@@ -148,6 +152,13 @@ async def chat_with_tools(message: str, session_id: str | None = None):
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)
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confidence = estimate_confidence(response_text) if response_text else None
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logger.debug("Response confidence: %.2f", confidence)
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# Make confidence visible to user when below threshold (SOUL.md requirement)
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if confidence is not None and confidence < 0.7:
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response_text += f"\n\n[confidence: {confidence:.0%}]"
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# Update the run_output content to reflect the modified response
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run_output.content = response_text
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session_logger.record_message("timmy", response_text, confidence=confidence)
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session_logger.flush()
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return run_output
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@@ -187,6 +198,13 @@ async def continue_chat(run_output, session_id: str | None = None):
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response_text = result.content if hasattr(result, "content") and result.content else ""
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confidence = estimate_confidence(response_text) if response_text else None
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logger.debug("Response confidence: %.2f", confidence)
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# Make confidence visible to user when below threshold (SOUL.md requirement)
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if confidence is not None and confidence < 0.7:
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response_text += f"\n\n[confidence: {confidence:.0%}]"
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# Update the result content to reflect the modified response
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result.content = response_text
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session_logger.record_message("timmy", response_text, confidence=confidence)
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session_logger.flush()
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return result
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@@ -297,3 +297,143 @@ async def test_continue_chat_passes_confidence_to_record_message():
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assert len(calls) >= 1 # should have timmy response
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_, kwargs = calls[-1]
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assert kwargs.get("confidence") == 0.91
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# ---------------------------------------------------------------------------
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# Low confidence visibility (SOUL.md requirement)
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# ---------------------------------------------------------------------------
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@pytest.mark.asyncio
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async def test_chat_shows_confidence_when_low():
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"""chat() should append confidence indicator when confidence < 0.7."""
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mock_agent = MagicMock()
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mock_agent.arun = AsyncMock(return_value=MagicMock(content="I think maybe this might work."))
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with (
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patch("timmy.session._get_agent", return_value=mock_agent),
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patch("timmy.session.estimate_confidence", return_value=0.45),
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patch("timmy.session.get_session_logger") as mock_get_logger,
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):
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mock_logger = MagicMock()
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mock_get_logger.return_value = mock_logger
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from timmy.session import chat
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result = await chat("test message")
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assert "[confidence: 45%]" in result
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@pytest.mark.asyncio
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async def test_chat_hides_confidence_when_high():
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"""chat() should NOT append confidence indicator when confidence >= 0.7."""
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mock_agent = MagicMock()
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mock_agent.arun = AsyncMock(return_value=MagicMock(content="This is definitely correct."))
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with (
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patch("timmy.session._get_agent", return_value=mock_agent),
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patch("timmy.session.estimate_confidence", return_value=0.85),
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patch("timmy.session.get_session_logger") as mock_get_logger,
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):
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mock_logger = MagicMock()
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mock_get_logger.return_value = mock_logger
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from timmy.session import chat
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result = await chat("test message")
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assert "[confidence:" not in result
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assert result == "This is definitely correct."
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@pytest.mark.asyncio
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async def test_chat_with_tools_shows_confidence_when_low():
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"""chat_with_tools() should include confidence indicator in response when low."""
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mock_agent = MagicMock()
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mock_agent.arun = AsyncMock(return_value=MagicMock(content="I'm not sure about this."))
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with (
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patch("timmy.session._get_agent", return_value=mock_agent),
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patch("timmy.session.estimate_confidence", return_value=0.55),
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patch("timmy.session.get_session_logger") as mock_get_logger,
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):
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mock_logger = MagicMock()
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mock_get_logger.return_value = mock_logger
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from timmy.session import chat_with_tools
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result = await chat_with_tools("test message")
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assert "[confidence: 55%]" in result.content
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@pytest.mark.asyncio
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async def test_chat_with_tools_hides_confidence_when_high():
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"""chat_with_tools() should NOT include confidence indicator when high."""
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mock_agent = MagicMock()
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mock_agent.arun = AsyncMock(return_value=MagicMock(content="The answer is definitely 42."))
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with (
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patch("timmy.session._get_agent", return_value=mock_agent),
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patch("timmy.session.estimate_confidence", return_value=0.92),
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patch("timmy.session.get_session_logger") as mock_get_logger,
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):
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mock_logger = MagicMock()
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mock_get_logger.return_value = mock_logger
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from timmy.session import chat_with_tools
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result = await chat_with_tools("test message")
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assert "[confidence:" not in result.content
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assert result.content == "The answer is definitely 42."
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@pytest.mark.asyncio
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async def test_continue_chat_shows_confidence_when_low():
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"""continue_chat() should include confidence indicator when low."""
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mock_agent = MagicMock()
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mock_result = MagicMock(content="Perhaps this is the right approach.")
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mock_agent.acontinue_run = AsyncMock(return_value=mock_result)
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mock_run_output = MagicMock()
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with (
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patch("timmy.session._get_agent", return_value=mock_agent),
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patch("timmy.session.estimate_confidence", return_value=0.35),
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patch("timmy.session.get_session_logger") as mock_get_logger,
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):
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mock_logger = MagicMock()
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mock_get_logger.return_value = mock_logger
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from timmy.session import continue_chat
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result = await continue_chat(mock_run_output)
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assert "[confidence: 35%]" in result.content
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@pytest.mark.asyncio
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async def test_continue_chat_hides_confidence_when_high():
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"""continue_chat() should NOT include confidence indicator when high."""
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mock_agent = MagicMock()
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mock_result = MagicMock(content="This is absolutely the correct solution.")
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mock_agent.acontinue_run = AsyncMock(return_value=mock_result)
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mock_run_output = MagicMock()
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with (
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patch("timmy.session._get_agent", return_value=mock_agent),
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patch("timmy.session.estimate_confidence", return_value=0.88),
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patch("timmy.session.get_session_logger") as mock_get_logger,
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):
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mock_logger = MagicMock()
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mock_get_logger.return_value = mock_logger
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from timmy.session import continue_chat
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result = await continue_chat(mock_run_output)
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assert "[confidence:" not in result.content
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assert result.content == "This is absolutely the correct solution."
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