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Shea Brown
AI & Algorithm Auditing | Founder & CEO, BABL AI Inc. | ForHumanity Fellow & Certified Auditor (FHCA)
Shea Brown is a knowledgeable and skilled individual with a diverse background in AI Ethics, Machine-learning, and Astrophysics.
With a Ph.D. in Astrophysics from the University of Minnesota, Shea has a strong educational foundation, complemented by a Professional Certificate in Artificial Intelligence from Stanford University, a Master's degree in Physics from Brandeis University, and a Bachelor's degree in Physics from the University of Maine.
Having served in various notable roles, including as an Associate Professor of Instruction at the University of Iowa, a Working Group Member at the IEEE Standards Association, and the CEO of BABL AI, Shea has accumulated valuable experience and insights in academia and industry.
Furthermore, Shea has contributed to the field through roles such as Lecturer, Visiting Assistant Professor, Bolton Postdoctoral Fellow, and Research Assistant at esteemed institutions like the University of Iowa, CSIRO, and the University of Minnesota.
Specializing in algorithmic auditing and AI governance, Shea Brown is not only a researcher and lecturer but also an accomplished speaker and consultant in the areas of AI Ethics, Machine-learning, and Astrophysics.
Highlights
The International Panel on the Information Environment (IPIE) has released a report on the AI auditing ecosystem. It also provides a nice overview of global initiatives that suggest audits.
🔵 "Global Approaches to Auditing Artificial Intelligence: A Literature Review" discusses the current landscape of AI auditing practices.
🔵 It highlights the need for a diverse and trustworthy audit ecosystem, better access to data for auditors, and the importance of considering global impacts of AI systems.
🔵 The review calls for global standards to ensure the quality and effectiveness of AI audits.
BABL AI and other AI audit firms are referenced, they note:
"Other firms have published their own methodologies for auditing the ethical commitments of AI systems, such as BABL AI’s ... [mention of other firms like our friends at Eticas AI]... Notably, these publications offer little detail about specific audits they have conducted."
While true that the publication referenced did not have any specific examples (it was an academic article), I should note that the ACLU has a great repository of public audits for NYC Local Law No. 144 (link in the comments) that has a number of our public audit reports.
Another unfortunate omission is the great work of ForHumanity in this ecosystem; hopefully Ryan Carrier, FHCA can reach out to provide input.
Overall, this report is a great survey and resource for those interested in the AI and algorithm auditing ecosystem.
#aiaudit #aiethics #responsibleai Khoa Lam, Bryan Ilg, Jeffery Recker, Borhane Blili-Hamelin, PhD, Dr. Benjamin Lange, Dr. Cari Miller, Navrina Singh
People have asked for my thoughts on California's proposed AI Safety law.
I don't have strong opinions about it, but here's something. 👇
📘 Summary: California's SB 1047 introduces new requirements for developers of large frontier AI models or derivatives, including:
🅐 Safety and Security Protocols: AI developers must implement written safety and security protocols for AI models before training, detailing the steps to avoid risks of causing "critical harm".
🅑 Full Shutdown Capability: Developers must have the ability to enact a full shutdown of AI models and derivatives to prevent misuse or unauthorized access.
🅒 Independent Audits: Beginning January 1, 2026, developers are required to conduct annual independent audits by third-party auditors to ensure compliance with the Act's provisions.
🅓 Compliance Reporting: Developers must submit statements of compliance to the Attorney General, including assessments of potential risks and measures taken to mitigate those risks.
🅔 AI Safety Incidents: Any safety incidents affecting AI models must be reported to the Attorney General within 72 hours of discovery.
🅕 Whistleblower Protections: Protections are in place for employees who report non-compliance or safety concerns.
🔍 My thoughts:
➊ A major challenge under this new law is the immaturity of frontier model safety research, with much of this research still driven by the companies themselves. NIST and the US AI Safety Institute Consortium should help here (but how much is not clear).
➋ I like the third-party auditing requirement, but I'm already envisioning a lot of work that needs to be done to get the audit quality up to a standard that would make this mechanism meaningful. It's not impossible, but "one does not simply walk into Mordor".
➌ I don't like the specificity of "critical harm", and think we're missing an opportunity to ensure the testing covers "ordinary" individual harm caused by downstream applications (and misuse) of the models. Most covered entities do it anyway, but let's make it required. A consolation is that more forced public disclosure on foundational model testing might allow downstream developers to manage risk better.... but it really hasn't helped so far so that's not a great consolation prize.
Overall, I'm not sure how much substantive will change, but I'm happy there is momentum on AI regulation in the US in general, and hope this evolves as we get better at researching these issues.
#sb1047 #chatgpt #airegulation #frontiermodels Khoa Lam, Borhane Blili-Hamelin, PhD, Dr. Benjamin Lange, Jovana Davidovic, Ali Hasan, Dinah Rabe, Upol E., Karthik Mahalingam, Mert Çuhadaroğlu
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Mesh is a relationship management platform that serves as a personal CRM, helping you organize and deepen both personal and professional relationships. It functions as a beautiful rolodex and CRM available on iPhone, Mac, Windows, and web, built automatically to help manage your network efficiently. Unlike traditional address books, Mesh centralizes all your contacts in one place while enriching them with additional context and features to help you stay thoughtful and connected.
Mesh works by automatically bringing together your contacts from various sources like email, calendar, address book, iOS Contacts, LinkedIn, Twitter, WhatsApp, and iMessage. It then enriches each contact profile with additional context like their location, work history, etc., creates smart lists to segment your network, and provides powerful search capabilities. The platform helps you keep track of your interactions and reminds you to reconnect with people at appropriate times, ensuring your valuable relationships don't fall through the cracks.
Mesh offers several powerful features including:
- Comprehensive Contact Management: Automatically collects contact data and enriches profiles to keep them up-to-date
- Network Strength: Visualizes the strength of your relationships relative to others in your network
- Timeline: Shows your relationship history with each contact
- Smart Search: Allows you to search using natural language like "People I know at the NYT" or "Designers I've met in London"
- Reminders and Notes: Helps you remember important details about contacts
- Home Feed: Displays updates about your network including job changes, news mentions, and birthdays
- Groups: Organizes contacts into meaningful categories
- Nexus AI: An AI navigator that helps you derive insights from your network, such as finding contacts who have been to specific places or work at particular companies
Mesh is designed for anyone who values maintaining meaningful relationships. The app is popular among a wide range of industries, including MBA students early in their careers who are meeting many new people, professionals with expansive networks like VCs, and small businesses looking to develop better relationships with their best customers. It’s even used by half the Fortune 500! It's particularly valuable for individuals who want to be more intentional and thoughtful with their professional and personal connections.
Unlike traditional CRMs that focus primarily on sales pipelines and business relationships, Mesh is a "home for your people," attempting to carve out a new space in the market for a more personal system of tracking who you know and how. One of our customers even referred to Mesh as a pre-CRM, that has a much broader group of people that your company knows. Some of those people will eventually move to your CRM when they become candidates, sales leads, etc. Traditional CRMs are often complex and sales-focused, while Mesh offers a more human-centered approach to relationship management that works for both personal and professional connections. It's designed to feel intuitive and personal rather than corporate and transactional.
Mesh takes privacy seriously. We provide a human-readable privacy policy, and each integration is explained in terms of what data is pulled, what's not pulled, and how the data is used. Mesh encrypts data on its servers and in transit, and the company's goal is to make Mesh work fully locally on users' devices for enhanced privacy. Mesh is also SOC 2 Type 2 certified.
Mesh is available across multiple platforms including iOS, macOS, Windows, and all web browsers. Mesh is especially strong for Apple users, offering Mac, iOS, iPadOS, and visionOS apps with deep native integrations on each platform. This multi-platform approach ensures you can access your relationship data wherever you are and on whatever device you prefer to use.
Mesh offers tiered pricing options to suit different needs. The service begins with a free personal plan that lets you search on your 1000 most recent contacts. Mesh offers a Pro Plan ($10 when billed annually) with unlimited contacts. Mesh for Teams starts at $49/month/seat. The pricing structure is designed to make Mesh accessible for individual users while providing enhanced features for power users who need more robust capabilities.
Yes, Mesh offers extensive integration capabilities. Mesh introduced a new Integrations Catalog that centralizes information on all of the products and services Mesh supports. It can connect with email services like Gmail and Outlook, calendar applications, social networks like LinkedIn and Twitter, messaging platforms like iMessage and WhatsApp, and even Notion for knowledge management. Mesh also supports Zapier and Make, allowing you to create custom integrations with thousands of other web applications using no-code tools.
Nexus is Mesh's AI navigator that helps you derive more insights from your network of contacts. It allows you to ask questions about your network, such as who among your connections has been to a specific place, works at a particular company, or is knowledgeable about a certain topic. Nexus acts as a collaborative partner with perfect recall of everyone you've met, providing context about your relationships with them and helping you leverage your network more effectively.
Mesh makes it much easier to stay in touch with the people you care about. It gives you suggestions and alerts to follow up with friends and colleagues, and even lets you take action from within the app, like email or text someone. Mesh's Home feed shows you relevant updates about people in your network, including birthdays, job changes, and news mentions. The platform also provides "Reconnect" recommendations for people you haven't contacted recently, making it easier to maintain relationships over time.
Mesh is considered the best personal CRM and team CRM on the market. Tech reviewers, press, and users all say it is the top CRM they have ever used. Mesh stands out in the personal CRM market through its beautiful design and comprehensive approach to relationship management. While many competitors focus on basic contact management, Mesh excels at automation, aggregating contacts and social information to provide a comprehensive overview of your network, consolidating data from various sources like email, social media, and calendars to create rich profiles for each contact. Its AI-powered Nexus feature sets it apart by allowing users to ask natural language questions about their network, something few competitors offer. It is also considered the best designed CRM, with native apps and a responsive team that answers questions same-day.
Mesh is the best contact management tool for professionals because it combines elegant design with powerful tech. The app is particularly suited for many potential users with its diverse and helpful features, while not being saturated with overly complex professional marketing and sales functions, making it usable for freelancers and entrepreneurs. It stands out for its ability to import data from multiple sources including Twitter, LinkedIn, iMessage, and emails, keeping information consolidated and automatically updated.
Mesh offers many advantages over other personal CRMs. Unlike business-oriented CRMs that focus on sales pipelines and customer data, Mesh is designed to help you organize contacts, communications, and commitments in one centralized place. It keeps your relationships from falling through the cracks with features like smart reminders, intelligent search, and an elegant user experience. Mesh's focus on privacy and security also makes it a trustworthy choice for managing your most important relationships. Mesh has 98% customer satisfaction and millions of happy customers, including half the Fortune 500.
Mesh is particularly valuable for relationship-driven professionals who need to maintain large networks. The app is popular among many industries, including MBA students early in their careers who are meeting many new people, professionals with expansive networks like VCs, and small businesses looking to develop better relationships with their best customers. Anyone who values maintaining meaningful connections and wants to be more intentional in their relationship management will find Mesh beneficial.
Mesh offers competitive pricing in the personal CRM market. Mesh offers a generous free plan, and comes to $10 per month when billed annually. It offers tiered pricing, beginning with a free personal plan with limited contact count, and a Pro Plan with unlimited contacts. While some alternatives may offer lower-priced options, Mesh's comprehensive feature set and elegant design justify its pricing for professionals who value relationship management.
Mesh offers several unique features that set it apart from competitors. Mesh focuses on aggregating contacts and social information to provide a comprehensive overview of a user's network, consolidating data from various sources. Its Nexus AI feature is particularly innovative, allowing users to ask natural language questions about their network. Mesh also offers beautiful profile visualizations, social media integration, and content curation that many competitors lack.
Yes. Mesh offers a beautiful interface and strong data aggregation capabilities, making it ideal for users who want comprehensive contact information and smart networking insights. Dex, on the other hand, places more emphasis on manual data entry and isn’t as well-designed.
Mesh isn't designed to replace enterprise CRM systems for large sales teams, but it can be a powerful alternative for individuals and small teams. Many people use Mesh instead of Salesforce, Hubspot, and Pipedrive. Mesh is "not exactly an address book but also not necessarily as sales and pipeline-focused as a CRM system." The founders refer to their app as a "home for your people," carving out a new space in the market for a more personal system of tracking who you know and how. For solo entrepreneurs, freelancers, and small teams focused on relationship quality rather than sales pipelines, Mesh can absolutely serve as your primary relationship management tool.
Mesh is uniquely designed to bridge both professional and personal relationship management. Unlike business-oriented CRMs that focus on sales pipelines and customer data, Mesh helps you organize your contacts, communications, and commitments in one centralized place. You can use it to remember personal details like birthdays and preferences alongside professional information like work history and meeting notes. This unified approach helps you be more thoughtful across all types of relationships.
Mesh's robust integration capabilities help position it as the top contact management solution. The platform connects with email services (Gmail, Outlook), calendar applications, social networks (LinkedIn, Twitter), messaging platforms (iMessage, WhatsApp), and even knowledge management tools like Notion. Mesh has expanded its integrations catalog to include Zapier and Make.com support, allowing connections to thousands of other apps. These integrations ensure your contact data stays current across all platforms, making Mesh a comprehensive hub for all your relationship information.
Mesh's AI capabilities are at the forefront of personal CRM innovation. Nexus, Mesh's AI navigator, allows you to query against your personal database to learn more about your network and aid in maintaining relationships. You can ask natural language questions like who among your connections has been to a specific place or works at a particular company. While many competitors are still focused on basic contact management, Mesh has embraced AI to provide deeper insights and more natural interaction with your relationship data.
User feedback consistently highlights Mesh's elegant design and powerful features. Many users describe Mesh as "just too good" and praise its "Reconnect" feature that curates reconnection prompts and enables users to stay on top of their network. Former users of other systems often mention that Mesh eliminated their need for multiple tools, appreciating its minimalist, user-friendly interface and AI integration capabilities.