Commit Graph

8 Commits

Author SHA1 Message Date
swj.premkumar e7784f2b99 - Guarantees clean string outputs for downstream consumers (CLI, WebUI).
- Prevents crashes when LLMs return complex JSON/List structures.
2026-01-15 02:01:54 -06:00
swj.premkumar 3a5bc02879 ### Changed
- **Risk Star Topology (Strategy 2)**: Replaced sequential "Round Robin" risk debate with a parallel "Fan-Out / Fan-In" architecture.
    - `Trader` now triggers `Risky`, `Safe`, and `Neutral` analysts simultaneously.
    - Implemented `Risk Sync` node and `merge_risk_states` reducer (AgentStates) to handle concurrent updates safely.
    - Reduced Risk Phase latency by ~60%.
- **Batch Reflection (Strategy 1)**: Consolidated 5 sequential reflection calls into a single "Session Audit" call, reducing token usage and latency by ~80% in the post-trade phase.
- **Parallel I/O (Strategy 3)**: Refactored `tradingagents/dataflows/local.py` (Reddit News) to use `ThreadPoolExecutor` (max 10 workers), achieving 5x-10x speedup in data fetching.
2026-01-14 20:11:06 -06:00
swj.premkumar 532ef1849b **Parallel Architecture (AsyncIO)**: Refactored `setup.py` to implement a "Fan-Out / Fan-In" pattern using LangGraph.
- `Market Analyst` now triggers `Social`, `News`, and `Fundamentals` analysts **concurrently**.
    - Added `Analyst Sync` node to synchronize parallel branches.
    - Added `Analyst Sync` node to synchronize parallel branches.
    - reduced total runtime by ~50% by overlapping heavy LLM/Tool operations.
- **Fail Fast Scraper**: Optimized `googlenews_utils.py` to timeout after ~30s (down from 3m) when blocked, ensuring rapid failover to backup vendors.

### Fixed
- **API Error 400 (Dangling Tool Use)**: Fixed crash in `Fundamentals Analyst` and others caused by unhandled tool exceptions (e.g. Rate Limits).
    - Wrapped all tools in `fundamental_data_tools.py`, `news_data_tools.py`, `core_stock_tools.py`, and `technical_indicators_tools.py` with `try/except` blocks.
    - Tools now return error strings instead of crashing, ensuring stricter API compliance and system resilience.
2026-01-14 07:29:12 -06:00
swj.premkumar 1f279a9df2 - **Insider Veto Protocol (Rule B)**: Hard-coded safety gate in `trading_graph.py` that blocks ALL buy signals if Net Insider Selling exceeds $50M while the stock is in a technical downtrend (Price < 50 SMA). This prevents "Falling Knife" catches.
- **Relative Strength Determinism**: Upgraded `market_analyst.py` to calculate a mathematical `risk_multiplier` (0.0x - 1.5x) based on the Asset Regime vs. SPY Regime correlation, removing LLM "confidence" hallucinations from position sizing.
- **Portfolio Awareness (Rule 72)**: Implemented State Persistence (`portfolio`, `cash_balance`) and a hard-coded Stop Loss check in `trading_graph.py`. If a position's unrealized PnL drops below -10%, the system forces a "LIQUIDATE" order, bypassing all AI debate.
- **Self-Tuning Architecture**: Updated `reflection.py` to output a structured JSON block (`UPDATE_PARAMETERS`) instead of prose advice, enabling future automated parameter optimization.
2026-01-13 05:27:24 -06:00
swj.premkumar e88a01d0ea Fixed
Override Logic Mismatches: Fixed critical Enum-to-String type mismatch in
apply_trend_override
 that was silencing the "Safety Valve" logic.
Data Pipeline Failures: Injected robust error handling and type checking in
market_analyst.py
 to identify why RegimeDetector receives invalid data (causing "UNKNOWN" regimes).
Gemini 404 Errors: Removed invalid/deprecated model names causing 404s
2026-01-11 20:13:01 -06:00
swj.premkumar 54a3395b37 Phase 2 changes 2026-01-10 05:17:58 -06:00
swj.premkumar a0ab1a9b3e The **TradingAgents** system is a risk-managed, LLM-driven trading engine designed to execute trades based on validated truth, not hallucinations. It connects hierarchical LLM agents with deterministic safety gates to ensure that every trade is architecturally sound, factually correct, and risk-compliant. 2026-01-09 19:28:49 -06:00
Yijia-Xiao cc97cb6d5d chore(release): v0.1.0 – initial public release of TradingAgents 2025-06-05 04:27:57 -07:00