Footer navigation

Unlocking state-of-the-art artificial intelligence and building with the world's talent

LinkedIn
Twitter/X
Instagram
Discord
YouTube
Twitch

Other group brands:

Links

AI Tech
AI Hackathons
AI Tutorials
AI Applications
NativelyAI
AI Articles
Leaderboard
Writers

lablab

Brand
Hackathon Guidelines
Terms of Use
Code of Conduct
Privacy Policy
Security

Get in touch

Discord
Sponsor
Cooperation
Contribute
Send email

© 2026 NativelyAI Inc. All rights reserved.

3.86.0

Help CenterBrowse FAQs and guides.

Discord CommunityChat with mentors and the team.

Challenge + Get $100 creditsAI Hackathons AI Apps AI Tech AI Tutorials AI Articles NativelyAI Sponsor

Home
App Discovery
Scenaria from evidences

Scenaria from evidences

Created by team PaperPlane on October 18, 2026

Anthropic ClaudeToken Factory

Evolus Business Agents on AMD

Scenaria transforms unstructured corporate documents—PDFs, contracts, price lists, and audio minutes—into verifiable, executable Gherkin contracts with complete traceability to source passages. Built on a strict Hexagonal Architecture, it enforces sovereign data governance via a pre-call Egress Gate across three isolated channels, routing confidential documents through sovereign edge inference and shareable data to EU-managed AI services. An intuitive human-in-the-loop review console guarantees operator accountability over sensitivity classification, rule verification, and executable test suite exports, bridging enterprise evidence and software development without hallucinations.

Category tags:

Developer Tools, Business

Github Presentation Demo

Explore more applications

testtinggg

good tingood tingood tingood tingood tingood tingood tingood tingood tingood tingood tin

LFG

Detonation Chamber

Run an untrusted npm/PyPI package, GitHub repo, or URL in a sealed, disposable Vultr sandbox. Watch what it does and get a verdict based on its actual behaviour. Every escape attempt is contained and recorded.

Builders Nepal

Containment Foreman - sandboxed agent runtime

A human-gated foreman that plans AI agent tasks, dispatches each step to a disposable, network-less Docker sandbox, and returns verifiable receipts with SHA-256 artifacts, resource caps and zero host access.

Schultzenator

Ghostfox Zero: Browser Agent

A sandboxed browser agent powered by our own Firefox engine. True agentic loop with vision verification, human approval gate, and MCP endpoint for AI agents.

autokeren

AgentOpsAIMLVULTR

LeakProof

Finds revenue leaks in billing exports without letting the data leak: model-written pandas runs in a throwaway gVisor sandbox on Vultr (no network, no secrets, hard limits), a second model checks every sentence, and each answer has a re-runnable receipt.

Design Master Solutions

Carlo Verano
SW Architect

Upcoming AI Hackathons
For Innovators & Creators

Explore more applications

testtinggg

good tingood tingood tingood tingood tingood tingood tingood tingood tingood tingood tin

LFG

Detonation Chamber

Run an untrusted npm/PyPI package, GitHub repo, or URL in a sealed, disposable Vultr sandbox. Watch what it does and get a verdict based on its actual behaviour. Every escape attempt is contained and recorded.

Builders Nepal

Containment Foreman - sandboxed agent runtime

A human-gated foreman that plans AI agent tasks, dispatches each step to a disposable, network-less Docker sandbox, and returns verifiable receipts with SHA-256 artifacts, resource caps and zero host access.

Schultzenator

Ghostfox Zero: Browser Agent

A sandboxed browser agent powered by our own Firefox engine. True agentic loop with vision verification, human approval gate, and MCP endpoint for AI agents.

autokeren

AgentOpsAIMLVULTR

LeakProof

Finds revenue leaks in billing exports without letting the data leak: model-written pandas runs in a throwaway gVisor sandbox on Vultr (no network, no secrets, hard limits), a second model checks every sentence, and each answer has a re-runnable receipt.

Design Master Solutions

AI app: Scenaria from evidences for AMD Developer Hackathon: ACT III