
DevScore reimagines how teams evaluate developers by creating a unified reputation layer powered by Qubic. Instead of manually reviewing GitHub profiles, project histories, and scattered community activity, DevScore brings everything together into one trusted profile. Users connect their Qubic wallet, link their GitHub account, and sync contributions. The system fetches repositories, commits, pull requests, issues, skills, tools, and highlights. An LLM analyzes the activity to extract skills, patterns, strengths, and areas of focus. A dynamic DevScore NFT is then minted or updated to reflect reliability, consistency, impact, and overall contribution quality. For team leads, DevScore removes guesswork. They can instantly see how much each developer contributed to a specific project, how their performance compares to others, and how their activity evolves over time. We extended the experience with EasyConnect automation. Activities can trigger Discord notifications, update Google Sheets, and generate lightweight project reports without manual work. This helps managers stay aligned with developer progress in real time. DevScore combines blockchain verification, and seamless automation to offer a more transparent and efficient way to measure developer impact across ecosystems.
7 Dec 2025

Vision & Mission Empowering visually impaired individuals through a free intelligent navigation assistant using offline multimodal AI as "intelligent eyes." Born at co-creating-with-gpt-5, we enhance safety and autonomy with real-time descriptive audio feedback. Problem Statement Navigating spaces presents challenges for visually impaired people. Unexpected obstacles like benches, signs, and barriers pose safety risks. Traditional aids may miss head-height obstacles or optimal navigation paths. Solution Overview Combining smartphone camera with two-tiered AI architecture: Constant Scanning: MediaPipe continuously monitors video feed Intelligent Analysis: ChatGPT-5 triggers when objects detected Actionable Advice: Natural language descriptions with safe navigation suggestions Audio Feedback: Text-to-speech alerts Key Features Real-time obstacle detection and contextual scene analysis Natural language audio alerts with navigation guidance Efficient two-tiered architecture optimizing battery life Accessible technology with TalkBack, haptic feedback, high-contrast mode Fall Detection & Alert Management: Real-time fall detection with auto-alert emergency contacts via call/email Agentic Workflow: Autonomous operation from video to insights with multi-stage AI agents Live Monitoring Dashboard: Real-time video streams with timeline playback Intelligent Analysis Reports: JSON reports with timestamps, frame analysis, confidence metrics CCTV Integration: AI-powered event detection transforming standard cameras into proactive monitoring systems Technical Architecture CameraX captures continuous video. MediaPipe provides fast object detection. ChatGPT-5 analyzes critical events, generating descriptive guidance converted to speech with cooldown logic preventing user overwhelm.
24 Aug 2025