Labib Morol@Labibmorol

PayLens is a deterministic capital reconciliation engine and grounded AI Deal Desk built for omnichannel e-commerce merchants operating across fragmented payment rails. THE COMMERCE PROBLEM: Modern online brands sell on digital storefronts (Shopify, WooCommerce) but collect revenue through disconnected channels: credit card payment gateways (Stripe), bank wires (SEPA), and courier cash-on-delivery remittances (DHL, FedEx). When payments settle on independent schedules or fail silently, merchants lose 3-7% of gross revenue to ghost dispatches, courier shortfall deductions, and stockouts on hero SKUs. OUR ARCHITECTURAL RULE - CODE COMPUTES, MODEL EXPLAINS: PayLens eliminates LLM hallucinations by splitting compute into two strict tiers: Deterministic Core (DuckDB + statsmodels): 100% of arithmetic, ledger matching, and 7-day Holt-Winters demand forecasting is calculated deterministically before any AI call. Grounding Shield: A regex numeric token verifier inspects model text, guaranteeing that every numeric token matches underlying DuckDB tool outputs with zero ungrounded digits displayed. AMD HARDWARE INTEGRATION: • Live Hosted Inference: Powered by AMD Radeon Cloud TokenFactory serving DeepSeek-V4-Flash, scaling from 18.2 output tok/s (c=1) to 62.9 tok/s (c=4) with a 906ms live ping. • Dual Reasoning Layer: Google AI Studio Gemma 4 REST provides instant reasoning failover (293ms latency). • Self-Hosted Enterprise Recipe: Full production deployment scripts for AMD Instinct MI300X (192GB HBM3) on ROCm 7.2.1 and vLLM. VERIFIED RESULTS (DEMONSTRATION DATASET): Across a 20-store network, PayLens identified $10,975.00 in leakage, including $4,052.50 on Store 01. An honest stress-test split on 30 synthetic transactions yielded a 0.933 F1 score (28 TP, 2 FP, 2 FN), transparently accounting for delayed SEPA wire settlements.

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🌎 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.

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.

Revolutionize AI with TruLens by TruEra - Your Gateway to Building Better LLM Applications! Build with TruLens, LLMs development and explainability tool by TruEra Leverage AI observability for dynamic app enhancement Collaborate with like-minded individuals! For the Hackathon you can work in a team from 1 to 6 members. In this Hackathon, you can also join with a project from the TruLens 48-Hours Hackathon, provided you adhere to the following rules. Consider it a warm-up, and explore the world of technology by participating in the TruLens 48-Hours Hackathon.