Biello Nuhu@Bprime

APSIC (AI Public Safety Intake Commander) is a cutting-edge AI project aimed at revolutionizing incident reporting for schools, enterprises, and municipalities. The Problem: Incident reporting is broken. Reports arrive fragmented across emails, forms, photos, and videos. Human reviewers are overloaded and inconsistent. High-risk cases get buried in noise. There's no institutional memory or audit trail. The Solution: APSIC implements Intake → Understand → Decide → Review → Deliver. The system accepts multimodal reports (text, images, audio, video) and uses Google Gemini AI to extract entities, classify severity (Low/Medium/High/Critical), detect emotional tone, and generate actionable summaries with recommended steps. Opus orchestrates six processing stages with full traceability. Rules-based routing plus AI validation ensures proper handling—immediate escalation for critical threats, human review for high severity, automated logging for routine reports. Key Innovations: Vector Memory: Qdrant surfaces top 3 similar historical incidents, enabling pattern detection. Blockchain Access: Solana SPL tokens gate usage, ensuring fair resource allocation and priority tiers. Audit Trail: Every decision and AI reasoning is logged in downloadable reports for compliance. Impact: 10x faster triage (hours to 30 seconds). Consistent classification. Never miss high-risk cases. Schools respond faster to harassment, enterprises handle workplace incidents efficiently, cities triage infrastructure failures effectively. Technology: Google Gemini, Opus, Qdrant, Solana, Next.js, Node.js/TypeScript, PostgreSQL. Future: Multi-tenant SaaS, domain-specific playbooks, DAO governance, on-chain settlement via Surge.

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Join the next edition of our flagship AI hackathon — now featuring Google, AppliedAI, and Qdrant as official partners, with over $45,500 in prizes and exclusive partner challenges. After an incredible launch earlier this year, we’re back with the next edition of our AI hackathon series leading up to the /function1 AI Conference & Exhibition in Dubai. Tap into the power of AI to innovate, build, and take your AI skills to the next level in this high-impact hybrid experience. 📅November 14–19, 2025 • Nov 14–18: Collaborate and build online with AI enthusiasts from around the world. All projects must be submitted by end of day on November 18 • Nov 18 (Dubai): An exclusive on-site build day at Festival Arena Dubai for selected participants. • Nov 19 (Dubai): Live on-stage pitching & winners announcement at the /function1 Conference. 🌟 Get support from expert mentors throughout. 👥 Go solo or team up. 📍 Please note: On-site participation is by invitation only. Travel and accommodation will not be covered for selected participants. Further details will be shared with those accepted. 🧑🏻‍💻 Secure your spot now—sign up before the Kick-Off Stream!