Tabinda Noor@Tabindanoor

Edge-Guard is a policy-driven AI routing system designed for edge intelligence workloads that need to balance performance, privacy, and reliability. Instead of sending every inference request to a single destination, it evaluates runtime conditions and policy constraints to decide whether the request should run locally on the edge, fall back to the cloud, or degrade safely when cloud use is not permitted. The system considers factors such as local latency, execution success, structured output validity, and privacy requirements before choosing the best path. It also provides transparent decision telemetry, benchmarking across routing strategies, and an interactive dashboard for testing different scenarios. In short, Edge-Guard helps organizations deploy AI at the edge with safer fallback behavior, better control over data movement, and clearer policy-based decision making.

AlphaBeater is an autonomous trading agent built with LLM and Alpaca. It addresses a common problem with AI trading systems: language models can generate convincing ideas, but those ideas should not be trusted without deterministic testing and strict risk controls. The agent reads current market data (SPY, QQQ, and IWM currently) from Alpaca, summarizes price, volatility, and volume conditions, and asks an agent to produce falsifiable market hypotheses. Another agent then converts each hypothesis into interpretable expressions using AlphaBeater's constrained factor language. Regular Python code validates and calculates every expression without executing model-generated code. Candidates are evaluated using chronological training, validation, and test periods with transaction costs. The agent can reject every candidate and abstain from trading when results are inconsistent. Research-qualified strategies must pass performance, drawdown, liquidity, account, exposure, and maximum-loss checks. AlphaBeater also provides an explicitly labeled forward paper-experiment mode. This mode allows unvalidated candidates to collect genuine paper-trading evidence while keeping financial and operational safeguards active. During our end-to-end demonstration, AlphaBeater selected an IWM options contract, passed its applicable safety checks, submitted the order through Alpaca's official MCP server, received a fill, and monitored its live paper P&L. Every hypothesis, factor, backtest, decision, rejected check, order, and position update is stored in an inspectable audit trail. The result is not a black-box trading bot, but a transparent agent that can research, test, execute, monitor, and, importantly, decide whether to trade.

FrameNexus: Your AI-Powered Video Assistant Struggling to keep up with video content, meetings or recordings? FrameNexus is here to help! Imagine a world where you can unlock the full potential of your videos, meetings and recordings with the power of AI. Learning: FrameNexus condenses lengthy lectures, meetings or tutorials into concise summaries and minutes, saving you valuable time. No more struggling to find the key points – FrameNexus delivers the essence of the video content directly to you. Language Barriers: The world is full of incredible videos, but language limitations can hold you back. FrameNexus breaks down these barriers with seamless translation capabilities. Watch and understand videos in virtually any language, expanding your knowledge and enriching your experience. Content Creation: FrameNexus empowers creators by streamlining the video production process. Generate accurate transcripts of your recordings, perfect for captioning or repurposing content. Capture key meeting points effortlessly with automatic minute creation. Enhanced Comprehension: FrameNexus doesn't stop there. Our AI-powered chatbot allows you to directly query the content of your videos. Need a specific detail you might have missed? FrameNexus lets you ask questions and receive answers directly from the video itself. Built with Cutting-Edge Technology: FrameNexus leverages the power of leading AI tools like Google Generative AI, AssemblyAI, and Gemini PRO. This combination ensures top-notch performance in summarization, translation, transcription, and chatbot interactions. Join the Future of Video: FrameNexus is your gateway to a more efficient, informative, and inclusive video experience. Whether you're a student seeking a smarter way to learn, a professional working across languages, or a content creator streamlining your workflow, FrameNexus is here to unlock the full potential of your videos.

In today's digital landscape, fostering a positive online community is paramount for businesses of all sizes. Yet, with the proliferation of online platforms and the sheer volume of user-generated content, ensuring a safe and welcoming environment can be a daunting task. This is where Mod GuardAIn steps in, revolutionizing content moderation with its advanced AI-powered capabilities. At the heart of Mod GuardAIn lies Claude LLM, an AI engine meticulously trained to comprehend the nuances of language and context. With this powerful tool at its core, Mod GuardAIn transcends traditional keyword-based moderation systems, offering a dynamic solution capable of discerning the true intent behind each comment or interaction.

🌎 Hybrid Hackathon | 💻 Online Build: September 10–16, 2026 | 📍 On-site: September 15–17, 2026 The official hackathon of AI Infra Summit — co-organized by Kisaco Research and lablab.ai. Build production-grade AI applications on the modern AI infrastructure stack, alongside 8,000+ attendees, researchers, founders, and infra leaders. 📍 On-site Venue (September 15–17): Santa Clara Convention Center 5001 Great America Pkwy, Santa Clara, CA 📍 On-site participation is by invitation only. Travel and accommodation expenses will not be covered.

🌎 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.

⏱️ 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