Abidi Hamza@Hamza98

When a production line starts making bad parts, the shift supervisor has to connect a photo, a sensor dashboard and a long PDF manual by hand while scrap piles up and an early bearing fault turns into an unplanned stop. FactoryPilot does that in seconds. A technician uploads one photo. The agent runs a golden-sample visual pre-screen, analyses the live sensor log (drift, spikes, ISO 10816 vibration zones and a forecast of hours until alarm), and pulls the relevant manual pages from an Evolus knowledge library. It then sends everything to Qwen2.5-VL, served by vLLM on an AMD Instinct MI300X with ROCm, which returns a schema-checked diagnosis: root cause, severity, calibrated confidence, ordered actions with real manual values (8 Nm, 6 g of grease), safety steps and page-level citations. Five deterministic guardrails then check confidence, severity, citations, evidence agreement and trip-level sensors. Made-up citations are removed. Safe calls are dispatched to the right technician through an Evolus workflow. Critical ones, like a cracked press die, are held for one-click supervisor approval. A live floor view, a work-order queue and a copilot that answers in Italian complete the product. One MI300X (192 GB HBM3) serves the whole plant on an open model, so photos and process data stay on infrastructure the factory controls. Every model call reports time to first token and tokens per second in the app.

Startup founders, software engineers, and product managers can bypass the weeks of intense infrastructure configuration typically required to launch a minimum viable product by using FlashMVP. This autonomous AI middleware platform transforms broad natural language prompts into deployed microservices ready for production in under five minutes. The system leverages IBM Bob 2.0 subagents to parse ideas instantly into a structured Software Design Description containing functional requirements, dynamic microservice architectures, and automatically tracked task checklists. Whenever a user updates any requirement, the system cascades those modifications across the entire technical and database design automatically. Developers manage their applications through a centralized dashboard where they experience extremely rapid provisioning of isolated IBM Cloud Databases for PostgreSQL in under 200 milliseconds, alongside live SSL endpoints accessible with a single click. Additionally, a visual watsonx QA Canvas replaces opaque deployment logs with an intuitive node interface to display execution and security audit telemetry live as it happens. FlashMVP seamlessly orchestrates serverless containers using IBM Code Engine with integrated Model Context Protocol control, enforcing enterprise security from the very first day while compressing the traditional software development lifecycle. Ultimately, this frictionless experience serves as a highly effective onboarding ramp that significantly lowers the learning curve for developers exploring and adopting the broader IBM Cloud ecosystem.

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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: October 16–19, 2026 | 📍 On-site: October 19–20, 2026 The official hackathon of AI & Big Data Expo Europe, organized by TechEx Events and lablab.ai. Build AI applications and agents across AI, cybersecurity, cloud, IoT, automation, edge computing, digital transformation, and data infrastructure, then showcase your project live at one of Europe's largest enterprise technology events. 📍 On-site Venue (October 19–20): RAI Amsterdam Europaplein 24, 1078 GZ Amsterdam, Netherlands 📍 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.

🌎 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.

💻 Online Hackathon | ⏳ Build: 48 hours | 📅 September 25–27, 2026 The official IBM Bob 2.0 hackathon. Build what's next in AI-assisted development, alongside the developers and experts shaping it. ⭐ Get help from experts throughout the event 🤝 Join a team or build solo 💰 Prize pool: $12,000 🧑🏻‍💻 Register before the Kick-Off Stream to start building with Bob