Charly Ken CAPO-CHICHI@charly_02

Activity reports contain valuable information. Extracting it, connecting the dots across sources, and turning raw data into decisions takes time most teams don't have. ARIA was built to do exactly that. ARIA is an AI agent specialized in activity report analysis. Its role is not to generate reports — it is to read them, understand them, and tell you what they mean. Submit your existing reports in any format (CSV, Excel, PDF, JSON, databases, APIs) and ARIA identifies the business domain, locates the relevant KPIs, cross-validates data across sources, and produces structured insights grounded in your actual data. What sets ARIA apart ARIA adapts to your domain automatically — HR, finance, R&D, logistics, IT — calibrating its KPIs and analysis angle without configuration. When it encounters a file format it cannot handle, it builds the missing extraction tool itself. When it lacks domain knowledge, it enriches its own context before proceeding. Its analytical engine applies TRIZ methodology to go beyond trends: it identifies structural contradictions in your data, derives root causes, and produces prioritized recommendations with an explicit owner, timeline, and priority level. Results are delivered with charts and visualizations generated directly from your reports, exportable in JSON, Markdown, HTML, PDF, and PowerPoint. ARIA never fills a data gap with an assumption. Every finding is traceable, every confidence score is explicit. ARIA does not write your reports. It finally makes them worth reading.

Sentinel.AI is a comprehensive security solution designed to transform passive surveillance systems into proactive, intelligent sentinels. It tackles the "blind eye of surveillance," where the widespread presence of cameras in public and private spaces is not matched by an ability to interpret or act on events, leading to dangerous delays that can cost lives. How It Works The system's core process is to Detect, Assess, and Respond. It leverages artificial intelligence models to analyze video and audio from existing cameras, providing a deep, multi-modal understanding of events. Detection: A Video Agent extracts key visual frames to describe the scene, while an Audio Agent transcribes speech and identifies critical emotional cues. Assessment: An Incident Deduction Agent, coordinated by an Orchestrator Agent, combines these video and audio inputs to understand the full context and classify the incident. The system uses LLM-powered contextual reasoning for accurate classification. Response: Finally, an Alert Agent generates a concise, enriched alert and automatically dispatches it via SMS to the most appropriate emergency service, ensuring a rapid and informed response. Technical Architecture Sentinel.AI is built on a modern technology stack designed for real-time, responsive deployments. AI Analysis: Complex task management and AI-driven analysis are powered by Groq. The system uses a modular, multi-agent architecture with LangChain and LangGraph to specialize in critical tasks. Backend: The backend uses FastAPI to handle video, audio, and API requests. Frontend: A user interface is provided through React. Smart Alerts: Automated SMS alerts are sent using Twilio.

Explore Innovations in Language Processing and Image Generation! 🕒 72 hours to complete the challenge 💡 Create revolutionary tourism and culture apps 🤝 Take part alone or form a team with other participants 🚀 The final project can be used for your portfolio, and the startup application to the Slingshot accelerator 🏆 Win cash prizes, cloud credits, incubation & collaboration opportunities to develop your project further!

This is your chance to push boundaries, solve real-world challenges, and create impact at the official hackathon of the RAISE Summit 2025 at one of Paris's most iconic venues: Le Carrousel du Louvre. 📅 July 4–8, 2025 — Collaborate online with a global community of innovators. 🏛️ July 8–9, 2025 — Limited on-site access to the RAISE Summit in Paris (300 participants), exclusively for selected teams. 🏆 July 9, 2025 — Winners will be announced live on stage during the RAISE Summit. 🌟 Expert mentors will guide you throughout your hackathon journey. 🤝 Work solo or build your dream team to create something extraordinary. 💰 Compete for a share of up to $150,000 in prizes. 🔒 Sign up before the Kick-Off Stream to secure your spot!

In this hybrid hackathon powered by Arc, developers will build the next generation of agentic commerce systems using Arc with USDC. Explore a world where AI agents and web services can pay for APIs, data, compute, and content in dynamic, usage-based ways, while Arc provides stablecoin-native settlement with predictable USDC fees and deterministic, sub-second finality. This hackathon is supported by Google & Google DeepMind, with a dedicated challenge and $40,000 in Google Cloud Platform (GCP) credits awarded for the best use of Gemini models and Google AI Studio. 📅 January 9 – 24, 2026 • Jan 9 – 23 (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 January 23rd. • Jan 23 (On‑site Build Day – San Francisco, CA) – Selected participants will be invited to an exclusive in‑person session to refine their projects and connect directly with mentors. • Jan 24 (On‑site Demos & Awards – San Francisco, CA) – Live pitching sessions to a panel of judges and ecosystem partners, followed by the official winner announcement. Get guidance from Arc and Circle experts through on-site support. 📍 On-site Venue (Jan 23–24): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 🤝 Go solo or team up, it's your flow. 🏆Compete for $50,000 in USDC & GCP Credits. 📍 On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑🏻‍💻 Secure your spot now - sign up before the Kick-Off Stream!