Sayed Mohamed@sayed200350524

Under-resourced legal teams spend 4-12 hours per matter reading hundreds of pages of contracts to produce a single review memo. Existing AI tools chunk documents through RAG, meaning the model never sees the whole picture — a clause on page 12 that contradicts a definition on page 187 gets missed. Counsel-in-a-Box solves this by loading the entire deal package into one context window on an AMD Instinct MI300X. Five specialist agents — Clause Extractor, Risk Scorer, Obligation Tracker, Cross-Reference Auditor, and Memo Drafter — read the same full corpus and produce a coordinated, cite-checked legal memorandum. The system found real issues in SEC EDGAR M&A filings: a $22M termination fee discrepancy between sections 60 pages apart, conflicting definitions across documents, and missing exhibits — findings that RAG-based approaches structurally cannot detect. Key results: 89 tokens/sec on Qwen3-32B via vLLM on ROCm 7, 62% GPU utilization (121 GB of 192 GB), and $1.99/hr on AMD Developer Cloud vs $8.20/hr for 2x H100. The MI300X's 192 GB HBM3 enables full-context multi-agent inference without quantization, chunking, or multi-GPU overhead — an architecture that is impossible on 80 GB GPUs.

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.

In this hybrid hackathon powered by Arc and Circle, developers will build the next generation of Agentic economic applications using Circle’s Nanopayments infrastructure with settlement on Arc in USDC. For the first time, high-frequency, usage-based transactions between users, APIs, and AI agents can operate without gas overhead eroding margin. Arc provides stablecoin-native settlement with predictable, dollar-denominated USDC fees and deterministic, sub-second finality — enabling real-time coordination and economically viable per-action pricing at scale. 📅 April 20 – 26, 2026 • Apr 20 – 25 (Online): Submit projects by Apr 25. • Apr 25 (On-site Build – SF, CA): Teams refine projects. • Apr 26 (On-site Demos & Awards – SF, CA): Live pitches & winners announced. Get guidance from Arc and Circle experts through on-site support. 📍 On-site Venue (April 25-26): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 🤝 Go solo or team up, it's your flow. 🏆 Compete for a $15,000+ Prize Pool. 📍 Please note: If approved for the on-site experience, you’ll also have the opportunity to showcase your project live. Travel and accommodation will not be covered. 🧑🏻‍💻 Secure your spot now – sign up before the Kick-Off Stream!