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@vcfgv vcfgv commented Sep 11, 2025

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@vcfgv vcfgv force-pushed the feature/refactor-ai-hedge-fund branch from c42fb38 to 5a31817 Compare September 11, 2025 03:32
@vcfgv vcfgv requested a review from Copilot September 11, 2025 03:33
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Pull Request Overview

Enhances agent message functionality with stream_writer to provide real-time status updates during financial analysis operations. This adds transparency to the hedge fund analysis process by streaming progress information to users as agents perform their financial calculations.

  • Adds get_stream_writer() usage to all financial agents for progress streaming
  • Updates the example client to handle streaming response format with task and event data
  • Upgrades langgraph dependency to support enhanced streaming capabilities

Reviewed Changes

Copilot reviewed 21 out of 23 changed files in this pull request and generated 1 comment.

File Description
python/valuecell/examples/core_remote_agent_demo.py Updates client to handle streaming tuple format (task, event)
python/third_party/ai-hedge-fund/src/agents/*.py Adds stream writer calls throughout all 15+ agent files for progress updates
python/third_party/ai-hedge-fund/pyproject.toml Updates langgraph to v0.3.34 and removes a2a-sdk dependency
python/third_party/ai-hedge-fund/adapter/main.py Implements streaming workflow with proper error handling
Comments suppressed due to low confidence (4)

python/third_party/ai-hedge-fund/src/agents/stanley_druckenmiller.py:1

  • Multiple identical writer messages 'Analyzing for {ticker}...' make it impossible to distinguish which specific analysis step is being performed. Each should describe the specific analysis type (sentiment, insider activity, risk-reward, etc.).
from src.graph.state import AgentState, show_agent_reasoning

python/third_party/ai-hedge-fund/src/agents/rakesh_jhunjhunwala.py:1

  • Similar issue with generic writer messages. Each analysis step (growth, profitability, balance sheet, cash flow, etc.) should have descriptive messages that match the progress.update_status calls.
from src.graph.state import AgentState, show_agent_reasoning

python/third_party/ai-hedge-fund/src/agents/cathie_wood.py:1

  • [nitpick] Generic messages like 'Analyzing for {ticker}...' and 'Calculating for {ticker}...' don't provide meaningful progress information. Consider using specific descriptions like 'Analyzing disruptive potential for {ticker}...' or 'Calculating valuation & high-growth scenario for {ticker}...'.
from src.graph.state import AgentState, show_agent_reasoning

python/third_party/ai-hedge-fund/src/agents/bill_ackman.py:1

  • [nitpick] The generic message 'Generating for {ticker}...' should be more specific, like 'Generating Bill Ackman analysis for {ticker}...' to match the progress update and provide clear feedback to users.
from src.graph.state import AgentState, show_agent_reasoning

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vcfgv and others added 4 commits September 11, 2025 11:34
…ler.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
commit 9eb422d
Author: Felix Vh <24791380+vcfgv@users.noreply.github.com>
Date:   Thu Sep 11 14:05:31 2025 +0800

    docs: add README.md with installation instructions and project structure (#13)
@vcfgv vcfgv merged commit 3dc1940 into main Sep 12, 2025
1 check passed
@vcfgv vcfgv deleted the feature/refactor-ai-hedge-fund branch September 12, 2025 03:28
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