@mediocresociopathdreams10241

Small online shops in Central Asia sell through chat. Owners drown in mixed-language messages and lose hot buyers while answering price questions. LeadFlow AI is an agent that sits between the shop's channels and its owner. Every incoming message goes through an open LLM served on AMD GPUs through the AMD Token Factory API (OpenAI-compatible, DeepSeek-V4-Flash by default — one API key switches the app live). The same client can also be pointed at a self-hosted vLLM server on an AMD Instinct MI300X with ROCm for dedicated deployments. The agent classifies intent (order, quote, question, complaint, spam), extracts products, quantities, budget and urgency, writes a reply in the customer's own language, and when the customer wants to buy, creates an order draft automatically. Leads are ranked by a hybrid score: deterministic rules (contact quality, channel, keywords, de-duplication) plus model-extracted features, with a human-readable reason for every point. Model output is strictly validated, and if the LLM endpoint fails the system degrades to an offline analyzer instead of going down. An n8n workflow connects a Telegram shop bot: customer writes → agent analyzes on AMD → reply sent → owner gets a ping for hot leads. A dashboard shows ranked leads, order drafts and live inference metrics (latency, tokens/s). Because the MI300X has 192 GB of memory, one GPU can serve many shops concurrently, or a much larger model without sharding — a cheap path to a multi-tenant SaaS for SMB commerce.

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🌎 Hybrid Hackathon | 💻 Online Build: 3–8 November 2026 | On-site Phase: 8 November 2026 📍 On-site Venue: Pierpont Place 163 W Pierpont Ave, Salt Lake City, UT 84101, USA ✨ Please note that travel and accommodation are not covered.

🌎 Hybrid Hackathon | 💻 Online Build: 12-17 October 2026 | On-site phase: 17-18 October 2026 To participate in the hackathon, simply click Sign up with AMD. If you are not already a member of the AMD AI Developer Program (ADP), you will need to create an account. The AMD Developer Hackathon: ACT III is a hands-on event for developers, founders, engineers and builders who want to push what’s possible with AI on real infrastructure. 📍 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.