Kamal Singh@Kamal

Multi-Agent Architecture (4 Specialized Agents) - Market Analyst Agent: Processes real-time price data from Kraken CLI and CoinGecko, calculates 15+ technical indicators, detects market regime (trending/ranging/volatile) - **Strategist Agent**: Generates trading signals using 8 ensemble strategies with weighted voting consensus - **Risk Manager Agent**: Validates every signal against 11 binary policy checks covering position sizing, drawdown limits, correlation thresholds, and circuit breakers - **Executor Agent**: Routes approved trades to X Layer DEX for on-chain execution with x402 micropayments between agents 8 Ensemble Trading Strategies 1. Trend Following (13% weight) - SMA/EMA crossovers with ADX confirmation 2. Mean Reversion (10%) - Bollinger Band mean reversion with RSI extremes 3. Momentum/RSI (9%) - Stochastic RSI + MACD divergence 4. Breakout (7%) - Volume-confirmed breakout detection 5. Ichimoku Cloud (7%) - Full 5-line Ichimoku analysis 6. SuperTrend (7%) - ATR-based dynamic support/resistance 7. Evolved Trend via Genetic Algorithm (22%) - Strategies evolve parameters based on market feedback using population-based optimization 8. Smart Money Intelligence (12%) - Nansen on-chain whale tracking and coordination detection Kraken CLI Integration - Real-time ticker data, OHLC candles, order book depth, recent trades, and spread analysis via Kraken API - Kraken pair format conversion (BTC/USD <-> XBTUSD) - Paper trading mode for safe strategy validation before live deployment - Account management: balance queries, order tracking, trade history ### Enterprise Risk Management Engine - Max position size: 10% per trade (Kelly criterion-based) - Max portfolio drawdown: 15% - Max daily loss: 5% - Correlation threshold: 0.7 (prevents concentrated exposure) - Circuit breakers: Track winning/losing streaks, auto-pause on excessive losses - State persistence: Risk state serialized to disk for crash recovery

Grab your ideas, spin up compute, and start building what’s next! Start with $100 in AMD Developer Cloud credits and begin building right away. Get access to hands-on tutorials, workshops, and curated learning resources to help you build faster and go further. To unlock credits and join the hackathon, sign up for the AMD AI Developer Program. 🤝 Go solo or team up — ship something real. 💰 $21,500+ total prize pool & 1 × AMD Radeon™ AI PRO R9700 GPU up for grabs. 📍 On-site Venue (May 9-10): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📍On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Developers, builders, and innovators - bring your boldest ideas and let’s turn them into real AI systems on AMD.

⏱️ Design, build, and deploy trustless AI trading agents. 📅 March 30 – April 12, 2026 🌐 Build AI trading agents that execute strategies using ERC-8004 or Kraken CLI. 🤝 Build solo or in teams to create autonomous trading, risk, yield, or protection agents. 💰 $55,000 prize pool, allocated and shared via Surge and Kraken. Your team should have registered project at early.surge.xyz in order to be eligible for the prize. Get access in your team profile or our discord 🔑 Access to early.surge.xyz If prompted for login credentials, use: • Username: admin • Password: JBRv2xWG7AzwVrLz88

Join our $1,000,000+ startup challenge series powered by Surge 📌 This announcement outlines the launch of a Global Human+AI Exchange — aligning universities, global cities, talent networks, and industry to accelerate human-centered AI innovation, technology transfer, and economic growth. 👉 Read more here ⏱️ 8 days to turn your idea, or existing product, into an investable demo. 📅 February 6 - 15, 2026 • Feb 6 - 14 (Online Phase) - Collaborate and build online with developers and AI innovators from around the world. All projects must be submitted by the end of the online phase on February 14th. 🕙 Doors open at 10:00 AM, first come, first served. • Feb 14 (On‑site Build Day) - Selected participants will be invited to an exclusive in‑person session to refine their projects and connect directly with mentors. • Feb 15 (On‑site Demos & Awards) - Live pitching sessions to a panel of judges and ecosystem partners, followed by the official winner announcement. 🌟 Get feedback from startup mentors and technical experts. 📍 On-site Venue (Feb 14–15): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📲 Real-time on-site updates (SF) For real-time announcements and information during the on-site portion (Feb 14–15), join the LabLab SF Chapter WhatsApp group: 👉 Join the WhatsApp group 🤝 Join solo or with a team. New founders and existing startups are welcome. 🏆 $1,000,000+ in credits, token prizes, perks and funding opportunity. 📍 On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Apply now to build, validate, and pitch with purpose.