UNLIMITED
E6: The Computer Vision Revolution with Junnan Li and Dongxu Li of BLIP and BLIP2: As recently as January 2021, the challenge of "interpreting what is going on in a photograph" was considered "nowhere near solved." Today's guests Junnan Li and Dongxu Li changed that with their publication and open-sourcing of BLIP, which delivered state-of-the-art performance on image captioning and other vision-language tasks. BLIP became the #18 most-cited AI paper of 2022, and now Junnan and Dongxu are back with BLIP-2, this time showing how small models can harness the power of existing foundation models to do multi-modal tasks. We talked to Junnan and Dongxu about their research and how they see the trend toward connector models shaping the future. We talked to Junnan and Dongxu about their research and how they see the trend toward connector models shaping the future. by "The Cognitive Revolution" | AI Builders, Researchers, and Live Player AnalysisUNLIMITED
Anthropic's Responsible Scaling Policy, with Nick Joseph, from the 80,000 Hours Podcast
From"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis
UNLIMITED
Anthropic's Responsible Scaling Policy, with Nick Joseph, from the 80,000 Hours Podcast
From"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis
ratings:
Length:
162 minutes
Released:
Sep 25, 2024
Format:
Podcast episode
Description
In this crosspost from the 80,000 Hours podcast, host Rob Wiblin interviews Nick Joseph, Head of Training at Anthropic, about the company's responsible scaling policy for AI development. The episode delves into Anthropic's approach to AI safety, the growing trend of voluntary commitments from top AI labs, and the need for public scrutiny of frontier model development. The conversation also covers AI safety career advice, with a reminder that 80,000 Hours offers free career advising sessions for listeners. Join us for an insightful discussion on the future of AI and its societal implications.
Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/
SPONSORS:
WorkOS: Building an enterprise-ready SaaS app? WorkOS has got you covered with easy-to-integrate APIs for SAML, SCIM, and more. Join top startups like Vercel, Perplexity, Jasper & Webflow in powering your app with WorkOS. Enjoy a free tier for up to 1M users! Start now at https://bit.ly/WorkOS-Turpentine-Network
Weights & Biases Weave: Weights & Biases Weave is a lightweight AI developer toolkit designed to simplify your LLM app development. With Weave, you can trace and debug input, metadata and output with just 2 lines of code. Make real progress on your LLM development and visit the following link to get started with Weave today: https://wandb.me/cr
80,000 Hours: 80,000 Hours offers free one-on-one career advising for Cognitive Revolution listeners aiming to tackle global challenges, especially in AI. They connect high-potential individuals with experts, opportunities, and personalized career plans to maximize positive impact. Apply for a free call at https://80000hours.org/cognitiverevolution to accelerate your career and contribute to solving pressing AI-related issues.
Omneky: Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/
RECOMMENDED PODCAST:
This Won't Last - Eavesdrop on Keith Rabois, Kevin Ryan, Logan Bartlett, and Zach Weinberg's monthly backchannel ft their hottest takes on the future of tech, business, and venture capital.
Spotify: https://open.spotify.com/show/2HwSNeVLL1MXy0RjFPyOSz
CHAPTERS:
(00:00:00) About the Show
(00:00:22) Sponsors: WorkOS
(00:01:22) About the Episode
(00:04:31) Intro and Nick's background
(00:08:37) Model training and scaling laws
(00:13:10) Nick's role at Anthropic
(00:16:49) Responsible Scaling Policies overview (Part 1)
(00:18:00) Sponsors: Weights & Biases Weave | 80,000 Hours
(00:20:39) Responsible Scaling Policies overview (Part 2)
(00:25:24) AI Safety Levels framework
(00:30:33) Benefits of RSPs (Part 1)
(00:33:15) Sponsors: Omneky
(00:33:38) Benefits of RSPs (Part 2)
(00:36:32) Concerns about RSPs
(00:47:33) Sandbagging and evaluation challenges
(00:54:46) Critiques of RSPs
(01:03:11) Trust and accountability
(01:12:03) Conservative vs. aggressive approaches
(01:17:43) Capabilities vs. safety research
(01:23:47) Working at Anthropic
(01:35:14) Nick's career journey
(01:45:12) Hiring at Anthropic
(01:52:06) Concerns about AI capabilities work
(02:03:38) Anthropic office locations
(02:08:46) Pressure and stakes at Anthropic
(02:18:09) Overrated and underrated AI applications
(02:35:57) Closing remarks
(02:38:33) Sponsors: Outro
Apply to join over 400 Founders and Execs in the Turpentine Network: https://www.turpentinenetwork.co/
SPONSORS:
WorkOS: Building an enterprise-ready SaaS app? WorkOS has got you covered with easy-to-integrate APIs for SAML, SCIM, and more. Join top startups like Vercel, Perplexity, Jasper & Webflow in powering your app with WorkOS. Enjoy a free tier for up to 1M users! Start now at https://bit.ly/WorkOS-Turpentine-Network
Weights & Biases Weave: Weights & Biases Weave is a lightweight AI developer toolkit designed to simplify your LLM app development. With Weave, you can trace and debug input, metadata and output with just 2 lines of code. Make real progress on your LLM development and visit the following link to get started with Weave today: https://wandb.me/cr
80,000 Hours: 80,000 Hours offers free one-on-one career advising for Cognitive Revolution listeners aiming to tackle global challenges, especially in AI. They connect high-potential individuals with experts, opportunities, and personalized career plans to maximize positive impact. Apply for a free call at https://80000hours.org/cognitiverevolution to accelerate your career and contribute to solving pressing AI-related issues.
Omneky: Omneky is an omnichannel creative generation platform that lets you launch hundreds of thousands of ad iterations that actually work customized across all platforms, with a click of a button. Omneky combines generative AI and real-time advertising data. Mention "Cog Rev" for 10% off https://www.omneky.com/
RECOMMENDED PODCAST:
This Won't Last - Eavesdrop on Keith Rabois, Kevin Ryan, Logan Bartlett, and Zach Weinberg's monthly backchannel ft their hottest takes on the future of tech, business, and venture capital.
Spotify: https://open.spotify.com/show/2HwSNeVLL1MXy0RjFPyOSz
CHAPTERS:
(00:00:00) About the Show
(00:00:22) Sponsors: WorkOS
(00:01:22) About the Episode
(00:04:31) Intro and Nick's background
(00:08:37) Model training and scaling laws
(00:13:10) Nick's role at Anthropic
(00:16:49) Responsible Scaling Policies overview (Part 1)
(00:18:00) Sponsors: Weights & Biases Weave | 80,000 Hours
(00:20:39) Responsible Scaling Policies overview (Part 2)
(00:25:24) AI Safety Levels framework
(00:30:33) Benefits of RSPs (Part 1)
(00:33:15) Sponsors: Omneky
(00:33:38) Benefits of RSPs (Part 2)
(00:36:32) Concerns about RSPs
(00:47:33) Sandbagging and evaluation challenges
(00:54:46) Critiques of RSPs
(01:03:11) Trust and accountability
(01:12:03) Conservative vs. aggressive approaches
(01:17:43) Capabilities vs. safety research
(01:23:47) Working at Anthropic
(01:35:14) Nick's career journey
(01:45:12) Hiring at Anthropic
(01:52:06) Concerns about AI capabilities work
(02:03:38) Anthropic office locations
(02:08:46) Pressure and stakes at Anthropic
(02:18:09) Overrated and underrated AI applications
(02:35:57) Closing remarks
(02:38:33) Sponsors: Outro
Released:
Sep 25, 2024
Format:
Podcast episode
Titles in the series (100)
- 83 min listen