Tempest Paper: Jailbreaking LLMs and Research Outcomes

In this episode of ChatEDU (Academic Earthquake: When AI Passes Peer Review), Matt and Liz open with a quirky AI challenge: generate Liz’s perfect romantic partner. The results are strangely consistent, but the fun quickly turns to focus. They dive into three big stories shaping the future of work, education, and research. From job evolution to classroom AI to a paper written entirely by an agent, this episode tackles the jagged edge of AI's impact. A bright byte on flood prediction closes things out with real-world urgency.

Story 1: PwC on AI Jobs and the 66 Percent ShiftA new report from PwC analyzes one billion job ads and finds that AI is not wiping out jobs but rapidly transforming them. Roles in AI-exposed fields are evolving 66 percent faster and offering rising wage premiums. Matt and Liz talk about what this means for workforce development, education programs, and why being AI fluent is a serious advantage.

Story 2: Google Tools for Teachers and StudentsNotebookLM adds interactive podcast overviews, link sharing, and new structured outputs. Deep Research can now generate full webpages, quizzes, and infographics. Google’s AI Studio introduces speech generation tools and visual inputs. Liz explains how teachers are already applying these updates to boost student learning and access. Matt imagines homework powered by narrated study guides.

Story 3: Peer Review Gets an AI EarthquakeAn AI system named Zochi just had a solo-authored paper accepted into ACL 2025. No humans wrote it or guided the process. It out-performed most human submissions and passed multiple rounds of peer review. Matt and Liz break down how this happened and why it matters. They also highlight the irony of students being forced to prove they did not use AI while AI itself is publishing research.

Bright Byte: AI Predicts Floods and Saves LivesGoogle’s Flood Hub is now providing 7-day flood warnings to 460 million people across 80 countries. Using satellite imagery and river-level modeling, it delivers free, daily updates in regions where early warnings can save lives.

AnnouncementsThe Summer Micro-Credential is open now skills21.org/ai/micro

Links and References

PwC AI Jobs-

Barometerhttps://www.pwc.com/gx/en/issues/artificial-intelligence/job-barometer/2025/report.pdf?utm_source=www.theneurondaily.com&utm_medium=newsletter&utm_campaign=ai-skills-56-pay-bump

NotebookLM-

https://notebooklm.google/

Flood Hub-

https://sites.research.google/gr/floodforecasting/

Zochi’s Peer-Reviewed Paper-

https://www.intology.ai/blog/zochi-acl

Voiceitt: Speech Recognition for Non-Standard Speech

https://www.voiceitt.com

SponsorThis episode is supported by the National Center for Next Generation Manufacturing www.nextgenmfg.org