Kudakwashe Magwenzi@kmagwenzi

AGENTS TERMINAL V3 — Self-Improving AI Agent Orchestration Every interaction makes your AI team smarter. Every business on WhatsApp faces the same problem: customers ask the same questions daily: hours, pricing, orders. The chatbot answers some, fails on others, and the gaps repeat tomorrow. It never learns. For African SMEs this is critical, load-shedding kills uptime, no engineering team exists, and WhatsApp is the primary business channel running on a static AI. Agents Terminal V3 implements a compound loop: every customer message flows through n8n (84+ nodes, 6 workflows) → An LLM 7-intent classifier (200ms) → dual capture to Redis Cloud + PostgreSQL → daily artifacts across 4 time windows → 5-step memory loop (episode → lessons → promote → revise → index) → weekly gap analysis → weekly upgrade pipeline (A 7 phases pipeline generating FAQ suggestions, knowledge base entries, prompt refinements, handoff reviews) → human reviews → applies → smarter customer service the following week. Architecture: Docker containers for n8n + PostgreSQL. Redis Cloud for real-time streams. DeepSeek v4-flash for classification. Twilio + Cloudflare for WhatsApp ingress. 16-command orchestrator CLI. 4 JavaScript tools (capture.js, 3lm.js, review.js, promote.js). 3-Layer Memory: episodic, semantic, procedural — file-first, markdown-first. 19 connections. 5 subsystems. 0 broken links. The loop compounds every week. Built with AMD GPU Cloud credits + Fireworks AI for AMD-optimized inference path. Team: AI-Suplex Labs GitHub: github.com/kmagwenzi/Agents-Terminal-V3

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. ADP members can access AI tutorials, experts, and community support. In addition, new members can claim a free month of DeepLearning.ai pro, $100 in AMD GPU cloud credits, and $50 in Fireworks AI API credits. All hackathon participants will receive on hackathon launch additional compute and API credits for their projects. Ready to build what's next on AMD? Sign up with AMD below to secure your spot.