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| title: AlphaForge x K2 Think V2 | |
| emoji: 🔥 | |
| colorFrom: blue | |
| colorTo: purple | |
| sdk: gradio | |
| python_version: '3.10' | |
| app_file: app.py | |
| pinned: false | |
| tags: | |
| - ml-intern | |
| - k2-think | |
| - quant-trading | |
| - finance | |
| - ai | |
| # 🔥 AlphaForge x K2 Think V2 — The Complete Journey | |
| > **From a simple chart viewer to an institutional-grade quant platform powered by MBZUAI's state-of-the-art reasoning model.** | |
| [](https://huggingface.co/spaces/Premchan369/alphaforge-k2think) | |
| [](https://api.k2think.ai/) | |
| [](https://mbzuai.ac.ae/) | |
| [](https://huggingface.co/Premchan369/q-tensorformer) | |
| **Built for the Build with K2 Think V2 Challenge by MBZUAI.** | |
| --- | |
| ## 📖 Table of Contents | |
| 1. [The Evolution Story](#the-evolution-story) | |
| 2. [v1: AlphaForge Core](#v1-alphaforge-core) | |
| 3. [v2: K2 Think V2 Integration](#v2-k2-think-v2-integration) | |
| 4. [v3: Q-TensorFormer](#v3-q-tensorformer) | |
| 5. [What AlphaForge Does](#what-alphaforge-does) | |
| 6. [Where It Can Be Used](#where-it-can-be-used) | |
| 7. [Architecture](#architecture) | |
| 8. [Technology Stack](#technology-stack) | |
| 9. [Setup Guide](#setup-guide) | |
| 10. [Roadmap](#roadmap) | |
| 11. [Related Projects](#related-projects) | |
| --- | |
| ## 🚀 The Evolution Story | |
| Every great product starts simple. AlphaForge went through **three major transformations**: | |
| ``` | |
| EVOLUTION TIMELINE | |
| v1 (AlphaForge Core) v2 (K2 Think V2) | |
| "Can I see it?" "Can AI explain it?" | |
| Static charts, no AI AI Deep Analysis + Portfolio | |
| v3 (Q-TensorFormer) | |
| "Can it run everywhere?" | |
| 7-8× model compression + quantum circuits | |
| ``` | |
| --- | |
| ## v1: AlphaForge Core — The Foundation | |
| A basic technical analysis dashboard: candlestick charts, RSI, MACD, Bollinger Bands, composite alpha signals. | |
| **The Problem**: Static. No reasoning. No explanation. You got a "Bullish" signal but no idea *why*. | |
| --- | |
| ## v2: K2 Think V2 — The Breakthrough | |
| Integrated **K2 Think V2** — MBZUAI's state-of-the-art reasoning model. Not just a chatbot. Deep, chain-of-thought financial analysis that reasons like a senior quant analyst. | |
| ### 5 Tabs: | |
| | Tab | Feature | K2 Think V2 Role | | |
| |-----|---------|-----------------| | |
| | 📈 **Single Stock** | 14 indicators + composite signal | AI Deep Analysis | | |
| | 💼 **Portfolio Optimizer** | Mean-variance optimization, 5000 portfolios | AI Portfolio Advice | | |
| | 🤖 **AI Portfolio** | Optimal vs equal weight comparison | Rebalancing advice | | |
| | 💬 **K2 Chat** | Direct access to the model | Any financial question | | |
| | ℹ️ **About** | Architecture, setup, roadmap | — | | |
| --- | |
| ## v3: Q-TensorFormer — The Future | |
| Quantum-enhanced tensor network compression for transformer models. **7.2× FFN parameter reduction.** Adaptive rank scheduling via entanglement entropy. Selective quantum routing (80% of tokens skip quantum → 4× fewer evaluations). | |
| [→ Q-TensorFormer v3 on HuggingFace Hub](https://huggingface.co/Premchan369/q-tensorformer) | |
| --- | |
| ## ⚡ What AlphaForge Does | |
| ### 📈 Single Stock Analysis | |
| - Real-time OHLCV data from Yahoo Finance | |
| - 14+ technical indicators: RSI, MACD, Bollinger, VWAP, Stochastic, ATR, Volume Ratio | |
| - Composite Alpha Signal: 5-factor scoring (trend, momentum, volatility, volume, price action) | |
| - Interactive charts: Candlestick + SMA + Bollinger, MACD histogram, return distribution | |
| - Risk metrics: Sharpe, Sortino, VaR, CVaR, Calmar, max drawdown, skewness, kurtosis | |
| ### 🤖 AI Deep Analysis (K2 Think V2) | |
| - Chain-of-thought reasoning from MBZUAI's SOTA model | |
| - Executive summary, technical interpretation, risk assessment | |
| - Trade idea: entry, stop-loss, target with reasoning | |
| - Catalyst watch: events that could move the stock | |
| ### 💼 Portfolio Optimizer | |
| - Markowitz mean-variance optimization (maximize Sharpe) | |
| - 5000-portfolio Monte Carlo efficient frontier | |
| - Optimal vs equal weight comparison | |
| - Position limits: max 50% in any single asset | |
| ### 🤖 AI Portfolio Advice (K2 Think V2) | |
| - Portfolio health score (0-100) with letter grade | |
| - Concentration risk and correlation matrix analysis | |
| - Rebalancing: exact % adjustments with reasoning | |
| - Hedging strategy: options/ETFs for tail risk | |
| ### 💬 Direct K2 Think V2 Chat | |
| - Any financial question answered with deep reasoning | |
| - Adjustable temperature (0.0 precise → 1.0 creative) | |
| - Perfect for learning quantitative finance, strategy research | |
| --- | |
| ## 🌍 Where It Can Be Used | |
| ### 🏦 Hedge Funds & Asset Managers | |
| Daily alpha signal generation for 500+ tickers. Replace 2-3 hours of analyst screening with 5 minutes. | |
| ### 📊 Wealth Management & Family Offices | |
| Portfolio rebalancing and risk monitoring. 10× faster than spreadsheets. | |
| ### 🏢 Proprietary Trading Firms | |
| Pre-market risk assessment. Catch fat-tail risks before the crowd. | |
| ### 📱 Retail Investors | |
| Institutional-grade tools previously behind $10K/year paywalls, now free. | |
| ### 🤖 AI Trading Bot Developers | |
| Human-reasoning-quality signals at machine speed. | |
| ### 📈 Financial Media & Research | |
| Consistent, data-backed commentary without analyst fatigue. | |
| ### 🔬 Quantitative Research | |
| 5000 portfolio simulations in seconds. AI-guided hypothesis testing. | |
| ### 💼 Risk Management Teams | |
| Real-time VaR/CVaR monitoring. Identify hidden correlation risks. | |
| ### 🎓 Universities & Education | |
| Modern tools for modern finance education. Zero setup required. | |
| ### ⚡ Edge Computing & MLOps | |
| Compressed models for on-device deployment. No cloud dependency. | |
| ### 🌐 Global Markets (Emerging & Frontier) | |
| Bring institutional analysis to markets that can't afford Bloomberg terminals. | |
| --- | |
| ## 🏗 Architecture | |
| ``` | |
| DATA LAYER ANALYSIS LAYER AI LAYER | |
| yfinance ──────▶ Technical Analysis ──────▶ K2 Think V2 | |
| │ │ │ | |
| ▼ ▼ ▼ | |
| OHLCV Data 14 Indicators Chain-of-Thought | |
| Composite Scoring Analysis | |
| │ │ | |
| ▼ ▼ | |
| Risk Metrics Portfolio Optimization | |
| (Sharpe, VaR, CVaR) (Mean-Var, Monte Carlo) | |
| │ │ | |
| └──────────┬──────────────┘ | |
| ▼ | |
| Plotly Interactive Charts | |
| ``` | |
| --- | |
| ## 🛠 Technology Stack | |
| | Layer | Technology | | |
| |-------|-----------| | |
| | Frontend | Gradio 4.44 | | |
| | Data | yfinance (Yahoo Finance) | | |
| | Charts | Plotly | | |
| | AI | K2 Think V2 (MBZUAI) | | |
| | Computing | NumPy, Pandas, SciPy | | |
| | Compression | Q-TensorFormer v3 (PyTorch + PennyLane) | | |
| | Deployment | HuggingFace Spaces | | |
| --- | |
| ## 🔧 Setup Guide | |
| 1. **Set K2_API_KEY secret** in [Space Settings](https://huggingface.co/spaces/Premchan369/alphaforge-k2think/settings) | |
| 2. **Factory Rebuild** — triggers fresh build with all dependencies | |
| 3. **Start analyzing!** | |
| --- | |
| ## 🗺 Roadmap | |
| **Near Term**: WebSocket streaming, options chain analysis, backtesting, crypto/forex support | |
| **Medium Term**: Q-TensorFormer integration, ML signal ensemble, regulatory reporting | |
| **Long Term**: Autonomous trading agents, alternative data, global edge deployment | |
| --- | |
| ## 🔗 Related Projects | |
| | Project | Link | | |
| |---------|------| | |
| | **Q-TensorFormer v3** | [Premchan369/q-tensorformer](https://huggingface.co/Premchan369/q-tensorformer) | | |
| | **AlphaForge Platform** | [Premchan369/alphaforge-quant-system](https://huggingface.co/Premchan369/alphaforge-quant-system) | | |
| | **K2 Think V2** | [build.k2think.ai](https://build.k2think.ai/) | | |
| | **MBZUAI** | [mbzuai.ac.ae](https://mbzuai.ac.ae/) | | |
| --- | |
| ## 📜 License | |
| Apache 2.0 | |
| --- | |
| <div align="center"> | |
| **AlphaForge x K2 Think V2** · Built by Premchan | |
| *From "Can I see it?" → "Can AI explain it?" → "Can it run everywhere?"* | |
| [🤗 Live Demo](https://huggingface.co/spaces/Premchan369/alphaforge-k2think) · [⚡ Q-TensorFormer](https://huggingface.co/Premchan369/q-tensorformer) | |
| </div> | |