Sharun Tomy@sharun7

DREAMWEAVE is a cognitive memory framework and layered retrieval middleware designed to transform how AI systems store, organize, retrieve, and reason over knowledge. Unlike traditional RAG systems that rely on flat vector similarity search, DREAMWEAVE introduces a multi-layered memory architecture inspired by neuroscience, structural reasoning, and the layered reality model from Inception. The framework operates through multiple cognitive layers. L1 handles high-resolution semantic retrieval using vector embeddings and depth-scored memory. L2 builds associative intelligence through dynamic knowledge graphs and entity relationships. L3 introduces DREAMWEAVE’s core innovation: Pattern Geometry Matching, allowing the system to retrieve information based on structural similarity instead of keywords alone. The architecture also includes the Kick Mechanism, an epistemic consistency system that detects contradictions between surface retrieval and structural reasoning, triggering automatic re-retrieval and self-correction before generation occurs. DREAMWEAVE is fully LLM-agnostic and integrates with GPT, Claude, Llama, Qwen, and other OpenAI-compatible models. The entire system runs on AMD Instinct MI300X infrastructure using ROCm and vLLM with zero external API dependency, enabling complete data sovereignty and high-performance local inference. By combining vector search, knowledge graphs, structural pattern matching, asynchronous orchestration, and contradiction-aware retrieval, DREAMWEAVE represents a new architecture for intelligent memory systems and next-generation AI reasoning infrastructure.

📅 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. 🏆Compete for a $10,000 prize pool 🧑‍💻 Apply now to design, prototype, and showcase enterprise-ready innovation.

Build solutions that improve how software is built. Work with an AI that understands your codebase, helping you reduce repetitive work and build with real context. ⏳ Build your project in 48 hours. 🚀 Get hands-on with IBM Bob and explore how AI fits into real development workflows before it becomes standard. 💡 Build tools and workflows that developers would actually use. ⭐ Learn directly from experts throughout the event. 🤝 Join a team or build solo. 💰 Prize pool: $10,000 🧑🏻‍💻 Register before the Kick-Off Stream and start building with Bob.

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.