What happens when every software company needs to be a hardware company first? And how are leading VC firms potentially predicting that the 2000s will be repeating themselves?
SHOW: 756
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BACK IN THE DOT COM DAYS, WE ASSUMED THAT EVERYTHING WOULD BE INTERNET
NOW WE ASSUME THAT EVERYTHING WILL BE AI (and GPUs)
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Alex Ratner (@ajratner, CEO @SnorkelAI) talks about labeling and training of LLMs. We go over Foundational Models and how to take an “off the shelf” model and fine-tune it for private use.
SHOW: 755
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Topic 1 - Welcome back to the show. We last spoke two years ago. A lot has changed so we thought it would be a great time to talk about updates. For those that aren’t familiar, give everyone a quick background.
Topic 2 - Let’s start with when we last spoke. We talked a lot about data scientists and how data labeling works for training LLM’s. For those that aren’t familiar, can you give everyone a quick intro to data labeling and why it is important for training?
Topic 3 - When we last spoke, LLM weren't as mainstream as they are today. How has this impacted how you think about AI/ML in general? What are the big challenges for LLM today that you see?
Topic 4 - Many organizations are trying “off the shelf” models but this may or may not be a good idea. On one side they don’t have to build a model but on the other they still have to fine tune it to their specific needs and use case. What are your recommendations for organizations to get started and be as effective as possible?
Topic 5 - In addition to organization specific models, are teams building purpose built models for specific functions (i.e. are they running multiple models each with a different task?) How does labeling and training come into play here?
Topic 6 - Another challenge I’m seeing is security and data privacy concerns. What do folks getting started need to be aware of to make sure company data is safe?
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As OSS projects continue to look for ways to balance community, sustainability and profitability, let’s explore some alternative considerations for companies and communities.
SHOW: 754
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OPEN SOURCE HAS BECOME CRITICAL INFRASTRUCTURE FOR BUSINESSES
DO OSS PROJECT NEED MORE STRUCTURE TO SUCCEED OR SUSTAIN?
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Matt Spitz (@mattspitz, Head of Engineering at @TrustVanta) talks about the challenges of developer security and compliance.
SHOW: 753
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Topic 1 - Welcome to the show. Tell us a little bit about your background. What made you join Vanta and did your experience at Dropbox factor into this decision?
Topic 2 - Our topic today is developer security and compliance. Let’s start by helping our listeners understand the problem. We hear all the time about developers wanting to go fast. Things like security and compliance can be an afterthought. Do you agree and is this the root of the problem or is it something else?
Topic 3 - Most organizations, especially smaller orgs or startups just getting going, they just want to get to MVP, what advice to you have for them in building security and compliance into their CI/CD pipelines so this becomes more programmatic?
Topic 4 - Security is certainly one angle, but probably just as important, if not more so is compliance. To make it slightly more difficult, compliance can mean many different things based on geography (SOC in US for instance). How do organizations staff for this and keep up with regulation changes? Or, maybe on the flip side, is this a common area where they are understaffed and need outside assistance?
Topic 5 - In security and compliance worlds there is often the concept of identification and discovery as one part, but remediation as the second part. Where and how does Vanta work with organizations to solve for both vectors?
Topic 6 - Automation, especially into CI/CD pipelines seems like a no-brainer here, but I would also add is this an area where AI/ML will come into play in the future?
Topic 7 - If folks want to dig in and learn more, how do you suggest they get started?
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As digital transformations are happening to major industries, we’ve moved into an era where legal issues could become more prevalent than the technologies.
SHOW: 752
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BREAK THE LAW NOW, AND ASK FOR FORGIVENESS LATER?
IS THE LIABILITY IN BUSINESS MODEL, IP, PRIVACY, FRAUD OR CORRUPTION
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