Projects
High-signal prototypes built around real partner challenge themes.
Public summaries only. Full challenge materials and solutions are not published.
Maritime Sound Signal Detection
Audio ML for detecting and classifying maritime sound signals in real-time for autonomous vessel safety.
What teams explored
- Teams explored CNN-based audio classification models
- Focus on detecting COLREG whistle signals in noisy environments
- Real-time inference for collision avoidance systems
Why it matters
Critical for autonomous vessel safety and regulatory compliance at sea.
Intelligent Spare Part Discovery
Agent-based system to detect and resolve spare-part inquiries with SKU search and product matching.
What teams explored
- Teams built agents for parsing customer inquiries
- Explored RAG patterns for product catalog search
- Focus on reducing manual lookup time for support teams
Why it matters
Reduces support response time and improves customer satisfaction in industrial services.
Visual Object Detection for Industrial Field Devices
3D and vision-based detection of industrial equipment in field environments.
What teams explored
- Teams explored computer vision models for device recognition
- Focus on challenging field conditions (lighting, angles, occlusion)
- Integration with maintenance workflows
Why it matters
Enables faster equipment identification and maintenance planning in complex industrial sites.
Agentic Lead Discovery for B2B Sales
AI agents for discovering and qualifying B2B leads from public signals and data sources.
What teams explored
- Teams built agents for scanning public company data
- Explored pattern matching for buying signals
- Focus on automating early-stage prospecting
Why it matters
Automates tedious prospecting work and surfaces high-quality leads faster.
AI Advisor for Funding Discovery
Context-aware assistant for identifying relevant funding instruments and investor opportunities.
What teams explored
- Teams explored RAG for funding database search
- Focus on matching company profiles to grant criteria
- Conversational interface for non-technical users
Why it matters
Helps startups and SMEs navigate complex funding landscapes more efficiently.
Environmental Data Decision Support
AI decision support from environmental and cyanobacteria monitoring data.
What teams explored
- Teams explored time-series analysis for water quality data
- Focus on predictive models for harmful algae blooms
- Integration with monitoring sensor networks
Why it matters
Supports proactive environmental management and public health protection.
Vision + OCR for Component List Extraction
Extracting structured component lists from switchboard PDFs using vision and OCR.
What teams explored
- Teams explored document AI and layout understanding
- Focus on noisy, non-standardized PDF formats
- Structured data extraction for downstream systems
Why it matters
Automates manual data entry and reduces errors in electrical component management.
Open Build Track: Voice AI Applications
Open-ended exploration of voice AI using ElevenLabs API and tools.
What teams explored
- Teams built creative voice applications
- Explored text-to-speech, voice cloning, and conversational agents
- Focus on novel use cases and user experiences
Why it matters
Demonstrates creative applications of state-of-the-art voice synthesis technology.
Tools for Navigating Open Model Ecosystems
Infrastructure for routing and navigating across many open-source AI models.
What teams explored
- Teams explored model selection and routing strategies
- Focus on cost, latency, and quality trade-offs
- Tools for developers working with diverse model APIs
Why it matters
Helps developers choose and switch between models efficiently in production.
Context-Aware Data Visualization for Safety Analytics
Interactive visualization tools for analyzing safety and compliance data in healthcare contexts.
What teams explored
- Teams explored context-aware dashboards
- Focus on regulatory compliance and risk signals
- User-centric design for non-technical stakeholders
Why it matters
Improves decision-making and compliance monitoring in regulated industries.
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