Jubayer Talukder@jubayer

OrderGuard is a multi-agent AI trading research and paper-trading system built around one core principle: AI can make recommendations, but it cannot bypass deterministic safety controls. The system starts with Alpaca market data and uses a Market Intelligence Agent to identify the current market regime. A Discovery Agent then proposes quantitative trading strategies, which are evaluated through chronological backtesting and out-of-sample validation. Promising strategies are challenged by an Adversary Agent that stress-tests parameter sensitivity, concentration, and regime dependence before assigning a robustness score and PASS/WATCH/REJECT verdict. A strategy lifecycle engine then determines whether a strategy remains ALIVE, enters WATCH, or is KILLED. The Portfolio Manager allocates capital among surviving strategies while maintaining safety constraints. Before any trade reaches Alpaca, it must pass OrderGuard's deterministic risk layer, including position limits, buying power, drawdown protection, strategy status, and market-session checks. These controls are implemented independently of the LLM and cannot be overridden by it. Approved trades can then be sent to Alpaca's paper-trading environment, while the Performance Monitor tracks strategy performance and can reduce allocation or terminate deteriorating strategies. The project also includes automated testing, GitHub Actions CI/CD, Docker containerization, and GitHub-based deployment infrastructure. OrderGuard is designed not as an AI that blindly trades, but as an AI system that can research, challenge, and explain trading decisions while keeping final execution authority behind deterministic safety controls.

vinci-monsoon is a production-ready, token-optimized hybrid routing system engineered specifically for Track 1 of the AMD Developer Hackathon. The system utilizes a dual-lane architecture designed to maximize accuracy while strictly curbing commercial API token costs. At its core, a fast, lightweight local classifier (Qwen-3B) evaluates incoming prompts inside an AMD-optimized Docker container. To guarantee compliance with the strict 80% evaluation accuracy gate, vinci-monsoon implements an active, confidence-aware policy bypass. High-complexity tasks—specifically those involving math reasoning, logical deduction, and code debugging—automatically flag a hard-override to execute fallback routing. When a fallback is triggered, requests are seamlessly directed to top-tier remote serverless models on Fireworks AI, routing general reasoning prompts to minimax-m3 and technical programming tasks to kimi-k2p7-code. The entire application runs inside a compact 2.0 GB Linux/AMD64 Docker container, well under the 10 GB hackathon ceiling, ensuring rapid deployments and instantaneous live routing.

🌎 Online Hackathon | 💻 Month-long challenge | Dates: Sep 1–30, 2026 | 🏆 $10,000 Prize Pool ($5k cash + $5k in AAI credits) A month-long online challenge run by lablab.ai together with AssemblyAI, the Voice AI infrastructure company for builders. Every participant builds on AssemblyAI. You can join at any point — registration stays open for the whole build window, so you can start on day one or pick the project up halfway through and still submit. 🌍 Fully online hackathon. Join and build from anywhere in the world.

🌎 Online Hackathon | 💻 Dates: 28 August–4 September 2026 | 🏆 $6,000 Prize Pool Build AI trading agents on Alpaca — autonomous agents and trading apps using Alpaca's Trading API, MCP server and CLI. 🌍 Fully online hackathon. Join and build from anywhere in the world.

To participate in the hackathon, simply click Sign up with AMD. If you are not already a member of the AMD AI Developer Program (ADP), you will need to create an account. ADP members can access AI tutorials, experts, and community support. In addition, new members can claim a free month of DeepLearning.ai pro, $100 in AMD GPU cloud credits, and $50 in Fireworks AI API credits. All hackathon participants will receive on hackathon launch additional compute and API credits for their projects. Ready to build what's next on AMD? Sign up with AMD below to secure your spot.