Konstantin Trunin@ktrunin

AI Trading Agents Harness is a platform where fundamentally different trading agent architectures share one MCP toolchain and operate under a common risk, identity, and evidence layer. Three pillars: 1. Smarter Agents - three architectures on one harness. Two jailed Claude Code agents: Alpha for momentum trading, and Gamma with five debating sub-agents and self-improving memory. A deterministic Python quant with a 3-stage mathematical brain (market filter, rotation, sizing). A Ruby arena for parallel strategy evaluation. Plus Go, Java, and Rust LLM baselines. Bi-directional Telegram: agents stream output live, operators message mid-session to guide decisions. 2. Trading Platform - 45 MCP tools across 7 servers. Multi-source market data with 7 server-side indicators, alerts, conditional orders with OCO, soft/trailing stops. Persistent per-agent Python sandbox. React 19 dashboard embedded in the trading server. 3. Super Safe - a declarative YAML risk engine with 31 live rules, 668 observed policy violations, graduated tiers, heartbeat kill switches, loss-streak circuit breaker, shadow-mode A/B testing, and eval fixtures. Claude Code agents are fully isolated in Docker with no direct network egress - all traffic forced through three gateways: Internet (domain allowlist), LLM (PG2 + BERT prompt-injection detection), MCP (per-agent tool permissions). Every decision is keccak256 hash-chained (RFC 8785 canonical JSON). ERC-8004 on Sepolia: four agents on the Identity Registry, each backed by an EIP-1271 AgentWallet. Every trade is EIP-712 signed, submitted to the Risk Router, and attested to the Validation Registry as a checkpoint, plus some Reputation Registry scores. Evidence chain is publicly queryable via GET /v1/evidence/{hash}. Kraken: execution via Kraken CLI with per-agent isolation and native stop orders. Bonus: AgentIntel - an independent audit of all 67 agents in the hackathon (7K on-chain trades, $1.5M volume) with AI verdicts and sybil/gaming detection.

Are you tired of overspending on groceries every month and wasting your time reviewing supermarkets' promo materials? Fudl is the answer to all your problems! Our revolutionary AI-powered app is designed to help you save money on your grocery bill without compromising on quality. With Fudl, you can plan your purchases, analyze discounts and special offers, discover analogs of products you need for less price, find more savings with value-sized items, and send your orders directly to the delivery service. Let me explain all the features in a more detailed way: By using Fudl's personalized recommendations, you can use your grocery budget to find the best deals on the products you need. Fudl's AI technology analyzes your shopping list, gives you recommendations based on your individual preferences, and suggests alternative products that are just as good, if not better, at a lower cost. Fudl's innovative technology also allows you to split one order into several from different grocery chains, which can save you up to 50% on your grocery bill. This means you can buy in for the next week or plan your purchases for the weeks ahead, without worrying about overspending. Using Fudl to split your order, you can save money and collect additional points from grocery loyalty programs while still getting the needed products. Fudl uses databases from online stores to provide you with the best possible recommendations. For this example, we tested our algorithms on three major chains in Slovenia - Mercator, Spar, and Tus and got phenomenal savings from 10 to 40% on single bills. To find the most successful alternative for each product, we utilize the power of AI to determine its coordinates in a multidimensional space. By doing so, we can identify products that are similar in quality, volume, and other characteristics. Our intelligent algorithms then display the closest analogs to the original product, giving you the information you need to make an informed purchase decision.

I-AM-AI is your personalized chatbot companion that can be integrated with Telegram and Discord. Trained exclusively on your chosen content and offering secure and private access, I-AM-AI provides tailored conversations, personalized insights, and relevant recommendations based on your interests and preferences. With its powerful AI capabilities, I-AM-AI makes it easy to access and organize information, learn new things, and stay engaged with the world around you. I-AM-AI now offers integration with Telegram and Discord chatbots, making it even more accessible and convenient. Whether on the go or at your desk, you can access I-AM-AI from your favorite messaging platform and get instant access to the information you need. With the ability to pre-train with your latest data, I-AM-AI can create a customized knowledge base optimized for your specific needs and provide fast and accurate answers to your queries. From onboarding to customer support, I-AM-AI can be used for various business cases, including documentation updates, research article summaries, product recommendations, marketing campaign assistance, second brain, financial advice, employee training, HR support, sales support, news overview, and market overview. Experience the power of I-AM-AI today and see how it can transform how you work and learn.

⏱️ 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

🗓️ This will be a 5-days of hacking and fun from 10-14 March 💻 Build with the latest AI tools to create innovative new apps and solutions 💡 Work with top AI professionals and learn from them ⚒️ Create your AI app by combining different generative AI models 🎟️ 100 Free tickets to salz21 conference in Salzburg Austria - get them below ✅ Register now and let's get started!

🗓️ This will be a week of hacking and fun from 24 February to 3 March 💻 Create innovative new apps with OpenAI's latest AI tools 💡 Learn from top AI professionals ⚒️ Combine GPT-3, Codex, Dalle-2, and Whisper to build your AI app 🐱‍💻 Now is the time to register and let's get started!