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Aubm uses a FastAPI backend, React frontend, Supabase for persistence and authentication, and multiple LLM provider integrations. It also includes budget tracking, retry flows, PDF export, marketplace-style agent templates, and optional vector memory when embeddings are configured. The target users are managers, team leads, department heads, and middle-management operators who need to coordinate work, evaluate AI-generated outputs, and turn strategic goals into traceable execution plans. The goal is to make AI agents usable for real operational workflows where planning, accountability, review, and evidence matter. The platform includes guided and expert modes, project dashboards, task approval flows, agent management, debate workflows, evidence intelligence, monitoring, team workspaces, audit logs, and final report generation. It is designed for use cases where AI output needs traceability rather than a single opaque answer. Each task can produce structured output, claims, evidence, and logs so that users can inspect how work was completed before approving it. Aubm uses a FastAPI backend, React frontend, Supabase for persistence and authentication, and multiple LLM provider integrations. It also includes budget tracking, retry flows, PDF export, marketplace-style agent templates, and optional vector memory when embeddings are configured. The goal is to make AI agents usable for real operational workflows where planning, accountability, review, and evidence matter.

Step into Synapse Saga, where your mind is the ultimate battleground. This isn't just another puzzle game; it's an intellectual adventure powered by cutting-edge generative AI, designed to challenge not only your logic but the very essence of your creativity and humanity. Forget simple right or wrong answers. In Synapse Saga, every solution you submit is scrutinized by a diverse panel of unique AI judges. Will your wit charm Momo, the Comedian? Will your elegant prose impress Lira, the Poet? Or will your flawless reasoning satisfy Cronos, the Logician? Each judge has a distinct personality and a detailed rubric, scoring you on everything from originality and emotional resonance to practicality and humor. Beyond the panel, the enigmatic Turing Judge analyzes your every word, assigning a 'Humanity Score' to determine if your response was penned by a human or a machine. Can you prove your ingenuity is truly your own? Embark on a quick mental workout in Simple Mode, tackling puzzles of your chosen type and difficulty. For a greater challenge, begin an epic Adventure, progressing through a gauntlet of all puzzle categories to earn a cumulative final score and etch your name onto the global leaderboards. Ready to start your saga?

The project provides a full-stack assistant intended for e-commerce or travel scenarios. The backend is written in FastAPI and exposes several routes. The /agent endpoint relies on language model and search API keys; missing credentials cause a runtime error surfaced to the frontend. The /speech route accepts audio, returning a transcription and a base‑64 MP3 audio URL, with optional translation to English. Another /notify endpoint allows sending SMS messages through Twilio. Additional routes include search and map services implemented in the backend module. The frontend, built with Next.js, communicates with these endpoints and offers interactive components such as a chat box, voice recorder, and a map view. Users can run npm run dev to start the frontend on http://localhost:3000. Suggested results appear as buttons that automatically send follow‑up prompts when clicked, extracting list items from the language-model response if present. A “Color Settings” menu lets users switch themes or set a custom background image. Overall, the application combines a FastAPI backend (handling LLM queries, speech processing, searches, map coordinates, and SMS notifications) with a Next.js frontend that supports interactive chat, audio input, map display, and customizable visual themes.

📅 May 11–19, 2026 • May 11 – 19: Online Build Phase. • May 18 (Hybrid Build Day – Online & Onsite) • May 19 (Demos & Awards – Online & Onsite) 🌍 Hybrid event. Join online from anywhere or build onsite at the venue. 🏆 Winners will be announced live on stage at the AI & Big Data Expo North America on May 19 📍 On-site Venue (May 18–19): San Jose McEnery Convention Center, CA, USA 🤝 Join solo or with a team. 🎟 FREE AI & Big Data Expo North America ticket included for participants that are able to join the on-site phase. 🏆Compete for a $10,000 prize pool 🧑‍💻 Apply now to design, prototype, and showcase enterprise-ready innovation.

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

⏱️ 4 weeks to design and ship a working Web3 product or AI agent. 📅 February 4 to March 1, 2026 • Feb 4 – Hackathon opens. Teams can start building and submitting. • Feb 5 to March 1 – Build, test, and iterate. • March 1 – Final submissions due. 🚨 Important eligibility reminder To be eligible for prizes, teams must post their submission video on X and tag @lablabai and @Surgexyz_. 🤝 Build solo or with a team. 💰 $50,000 prize pool in $SURGE Token. ⚠️ Self-service hackathon This is a fully self-service hackathon. There are no live streams, kickoff sessions, or scheduled workshops. Participants can register, build, and submit at any time before the submission deadline.