
Secure SaaS Supply Chains
SBOM Analyzer with NLP Query System
Tool that analyzes software dependencies and vulnerabilities using real-time knowledge graph data
5 builders · Apr 2025
11 projects from challenges with NSF built by 25 people across 6 challenges between Jun 2024 and Jun 2026. Teams worked with Knowledge Graphs, Natural Language Processing and Cybersecurity.
11 projects. Winners first, then the most complete ones.

Secure SaaS Supply Chains
Tool that analyzes software dependencies and vulnerabilities using real-time knowledge graph data
5 builders · Apr 2025

DREAM-KG Homelessness Support
Knowledge graphs and user interface connecting homeless individuals with real-time support resources
1 builder · Apr 2026

SCALES
Named entity recognition to classify government and person entities in U.S. criminal court records
2 builders · Jun 2024
Knowledge Graphs · Ontology Mapping · Data Quality Management
NSF Gaps-to-Graphs (FABRIC)
Prioritization and consistency framework for mapping entities across knowledge graph resources
4 builders · May 2026
Knowledge Graphs · AI · Python
DREAM-KG Homelessness Support
Documents 18 queries for the DREAM-KG homelessness support knowledge graph and identifies data gaps
4 builders · Apr 2026
Knowledge Graphs
NSF Gaps-to-Graphs
Co-piloting data enhancement solutions to help Proto-OKN projects transition AI research to industry
2 builders · Jan 2026
Rule-Based Classification · Named Entity Recognition · Natural Language Processing
SCALES
Tagging government and person entities in criminal justice text to improve classification accuracy
1 builder · Jun 2024
Knowledge Graphs
Secure SaaS Supply Chains
Software library security tool covering over 1000 libraries and 7000 versions for Purdue University
4 builders · Jun 2024

Secure SaaS Supply Chains
A solution for secure SaaS supply chains
4 builders · Apr 2025
KnowHax: FRINK
De-silo search and find features for data in proto-OKN for RENCI at North Carolina University
2 builders · Jun 2024
Students, researchers and professionals who shipped these solutions.
From the GenHax blog and press room.
On January 16, 2026, GenHax's own team facilitated an NSF session connecting seven federally-funded Proto-OKN research teams to industry. Nine months later, one of those teams shipped a research paper, two colleges started piloting the same challenge, and the week closed with a global argument over how young is too young to teach a kid to use any of it.
The OECD says AI-assisted learning gains disappear when AI is removed. NSF's Proto-OKN program proves there's a better way.
A national student challenge asking for evidence of milestones. A fifth of Dutch master's theses flagged as chatbot-written. A student team defending the AI tutor it built. NSF putting $66 million into prizes instead of grants. One week, one shift: from describing what you can do to showing it.
Skills and technologies
Other partners
11 solutions so far, from 6 challenges: NSF Gaps-to-Graphs (FABRIC), SCALES, Secure SaaS Supply Chains and DREAM-KG Homelessness Support and more. 4 include a video demo.
The most common are Knowledge Graphs, Natural Language Processing, Cybersecurity, Python and Rule-Based Classification.
Not right now. New challenges open regularly on GenHax; browse the open ones or create an account to hear about the next one.
Teams worked on challenges connected to NSF, including NSF Gaps-to-Graphs (FABRIC), SCALES, Secure SaaS Supply Chains. The solutions above came out of them.
Join a GenHax challenge and submit your team's solution. Submitted solutions get a public page that credits every builder and links to their profile.
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