Shreya Rajpal, Co-Founder and CEO of Guardrails AI, draws on her background in self-driving technology to explain why LLMs require runtime safety mechanisms.
“The trajectory of issues and concerns that people are running into are similar to, you know, like the path is similar to what it was in self-driving, which is, you know, How do I get like this, you know, runtime safety? How do I get like runtime constraints, et cetera?”
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More from Shreya Rajpal
Insight
Existing model risk frameworks fail for third-party AI models
“Existing, for example, like model risk management frameworks don't really apply when you haven't built the model yourself. You know, you didn't like curate the data that the model was trained on. And so you can't make any claims to that.”
Shreya RajpalSep 27, 2023▶ 7:10Guardrails AI: The Playbook for Safer, Hallucination-Free LLMs — Shreya Rajpal Explains
Insight
Fine-tuning cannot eliminate LLM hallucinations
“At the end of the day, these models are like next token predictors, which is, you know, like they kind of look at like what they've predicted until now, and then, you know, figure out like what the next token they're on is. And from that, like, even with fine-…”
Shreya RajpalSep 27, 2023▶ 17:46Guardrails AI: The Playbook for Safer, Hallucination-Free LLMs — Shreya Rajpal Explains
Insight
GenAI solves ML's first mile, but traditional tools handle the last
“LLMs and Generative AI really helps solve, like the first mile problem in ML, right? But the last mile problem, which is, like, how do you take this generic generalizable technology and make it work, like, specifically for your use cases and for your actual ap…”
Shreya RajpalSep 27, 2023▶ 34:43Guardrails AI: The Playbook for Safer, Hallucination-Free LLMs — Shreya Rajpal Explains
AssertionNot checkable as stated
Fine-tuned Llama 2 achieves performance comparable to GPT-3.5 and GPT-4
“Straight out of the bat, if you just use Lama tool directly, I don't think you could get like comparable performance, you know, with GPD, 3.5 or four today. But like with fine tuning, if you make that investment in curating your data set in running that fine t…”
Shreya RajpalSep 27, 2023▶ 22:48Guardrails AI: The Playbook for Safer, Hallucination-Free LLMs — Shreya Rajpal Explains
Opinion
RAG is the definitive way to build generative AI today
“Rag is the way to build you know, these models today”
Shreya RajpalSep 27, 2023▶ 46:33Guardrails AI: The Playbook for Safer, Hallucination-Free LLMs — Shreya Rajpal Explains
Insight
Open source turns abstract AI safety into an actionable engineering problem
“What the open source really ends up doing as you know, a framework is taking down this very abstract problem of what it means to do safe AI development, right? Like it's a very abstract problem. It's almost an academic problem to some degree, and it takes that…”
Shreya RajpalSep 27, 2023▶ 41:47Guardrails AI: The Playbook for Safer, Hallucination-Free LLMs — Shreya Rajpal Explains
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