# 190. Here's a Free Tool To Test Your AI

- Show: [The Next Byte Podcast](https://hardwarepodcasts.com/podcast/the-next-byte-podcast)
- Published: 2024-09-03
- Length: 17m
- Page: https://hardwarepodcasts.com/podcast/the-next-byte-podcast/2024-09-03-190-heres-a-free-tool-to-test-your-ai
- Listen: https://the-next-byte-wevolver.simplecast.com/episodes/190-heres-a-free-tool-to-test-your-ai-zbgRv_Iw

## Summary

Daniel and Forbode discuss Robuscope, a free online testing tool developed by the Fraunhofer Institute to evaluate the robustness of AI models. They highlight its utility in high-stakes fields like medical diagnostics and autonomous driving, explaining how it provides detailed reports on metrics such as F-score and calibration error without requiring proprietary source code. The hosts also note limitations, such as the requirement for an internet connection, which may hinder adoption in secure environments.

## Chapters

- [0:00](https://hardwarepodcasts.com/podcast/the-next-byte-podcast/2024-09-03-190-heres-a-free-tool-to-test-your-ai#t=0) Introduction: Robuscope and the need for AI testing
- [2:03](https://hardwarepodcasts.com/podcast/the-next-byte-podcast/2024-09-03-190-heres-a-free-tool-to-test-your-ai#t=123) Context: AI reliability in medical and autonomous systems
- [5:05](https://hardwarepodcasts.com/podcast/the-next-byte-podcast/2024-09-03-190-heres-a-free-tool-to-test-your-ai#t=305) Robuscope features: Black box testing and reporting
- [6:19](https://hardwarepodcasts.com/podcast/the-next-byte-podcast/2024-09-03-190-heres-a-free-tool-to-test-your-ai#t=379) Metrics explained: F-score, calibration, and stability
- [8:19](https://hardwarepodcasts.com/podcast/the-next-byte-podcast/2024-09-03-190-heres-a-free-tool-to-test-your-ai#t=499) Data privacy: Input/output testing without source code
- [9:49](https://hardwarepodcasts.com/podcast/the-next-byte-podcast/2024-09-03-190-heres-a-free-tool-to-test-your-ai#t=589) Use cases: Medical diagnostics and uncertainty handling
- [12:09](https://hardwarepodcasts.com/podcast/the-next-byte-podcast/2024-09-03-190-heres-a-free-tool-to-test-your-ai#t=729) Limitations: Online-only constraint and security concerns
- [13:53](https://hardwarepodcasts.com/podcast/the-next-byte-podcast/2024-09-03-190-heres-a-free-tool-to-test-your-ai#t=833) Future applications: Education and financial trading

## Topics

- [AI & machine learning](https://hardwarepodcasts.com/topic/ai-and-machine-learning)
- [Debugging & failure analysis](https://hardwarepodcasts.com/topic/debugging-and-failure-analysis)
- [Security & privacy](https://hardwarepodcasts.com/topic/security-and-privacy)

## Most relevant to

early-stage companies

## Mentioned

- Robuscope (tool)
- Fraunhofer Institute (company)
- Facebook (company)
- Amazon (company)
- Tesla (company)
- ChatGPT (product)

## Related episodes from other shows

- [#345: Using AI In MedTech](https://hardwarepodcasts.com/podcast/global-medical-device-podcast/2023-11-22-345-using-ai-in-medtech) (Global Medical Device Podcast)
- [446: World's Best PB&J](https://hardwarepodcasts.com/podcast/embedded-fm/2023-03-30-446-worlds-best-pb-j) (Embedded.fm)
- [Open source visualization and debugging for robotics](https://hardwarepodcasts.com/podcast/the-robot-report-podcast/2022-01-28-open-source-visualization-and-debugging-for-robotics) (The Robot Report Podcast)
- [CEO Interview: Flex Logix’ Geoff Tate on AI | Open Source Hits Hardware](https://hardwarepodcasts.com/podcast/ee-times-current/2021-02-05-ceo-interview-flex-logix-geoff-tate-on-ai-open-source-hits-hardware) (EE Times Current)
- [#021: Hardware at Software Speed: How BootLoop Is Bringing AI to the Bench for Firmware Teams](https://hardwarepodcasts.com/podcast/coredump-sessions/2026-03-25-021-hardware-at-software-speed-how-bootloop-is-bringing-ai-to-the-bench-for-firm) (Coredump Sessions)

## Citing this page

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