AI Safety Must Extend From Training Pipelines Into User Experience Layers
Think of it as a complementary "second pair of eyes”. The goal is to restore user agency and foster AI literacy, by making subtle interaction patterns visible at the exact moment you're most likely to just trust and move on.
Chhavi Yadav@chhaviyadav_We built Safety-Nudges, a lightweight intervention layer, designed to promote awareness & reflection while using LLM chatbots. We chat with AI bots every day now. But there’s a growing problem not talked about enough: People are starting to overtrust AI chatbots. Especially users outside tech. When a chatbot sounds confident, empathetic, and fluent, it’s easy to forget: it can still be wrong, biased, manipulative, or misleading. So here comes Safety-Nudges! http://www.open-reflection.com
As AI becomes more integrated into daily life, safety can’t just live in model training pipelines.
It also has to exist at the UX layer.
Sometimes the most important intervention is simply helping users pause, reflect, and think critically before accepting an answer.
Chhavi Yadav@chhaviyadav_One thing we realized while building this: AI-Risk literacy can’t just be taught through courses or policy papers. It has to happen at the moment of interaction. When users are emotionally engaged. When trust is forming. When decisions are actually being made.
Our broader goal with Safety Nudges is restoring user agency. Making hidden interaction patterns visible.
Helping users recognize when a system may be: • sounding more certain than it should • encouraging emotional dependence • presenting probabilistic outputs as truth
Chhavi Yadav@chhaviyadav_As AI becomes more integrated into daily life, safety can’t just live in model training pipelines. It also has to exist at the UX layer. Sometimes the most important intervention is simply helping users pause, reflect, and think critically before accepting an answer.
The alpha version of Safety Nudges is now available on the Chrome Web Store!
To download visit http://bit.ly/safety-nudges & Sign up with the form here (http://open-reflection.com/#install ) to receive an activation code, which allows free Safety-Nudges usage up to $5 in LLM provider credits!
Help us improve Safety-Nudges by providing feedback at openreflection1@gmail.com & optionally sharing annotated interactions while you use the tool!
Chhavi Yadav@chhaviyadav_Our broader goal with Safety Nudges is restoring user agency. Making hidden interaction patterns visible. Helping users recognize when a system may be: • sounding more certain than it should • encouraging emotional dependence • presenting probabilistic outputs as truth