AI FAQ 2026
Meeting 6/8/26
Quick Recap
Gianluca and Bobbi discussed their recent trip to Italy and the current status of their AI projects, including AIFAQ, Snowflake, and potential local model implementation. They explored the benefits of running AI models locally, including privacy, accuracy, and history preservation, and considered the technical requirements and costs of hardware like Mac Mini and NVIDIA DGX systems. The conversation also covered their upcoming meeting with Peter and Don to discuss expectations for their project, particularly regarding customer development and potential pivots. They decided to focus resources on completing the Snowflake implementation rather than pursuing local model development at this time, and agreed to prepare specific questions for their Thursday meeting with Peter about project direction and customer strategy.
Next Steps
Gianluca: Prepare and share a table or slides with links and information about local execution of LLMs (including technical details, privacy benefits, and relevant projects/persons) for Bobbi.
Gianluca: Share a link about the Italian developer's project and story for Bobbi to read.
Bobbi: Draft and send a professional invitation to the Italian developer (Audrey Tang) to join a future weekly call, referencing Linux Foundation and the open source model work.
Bobbi: Post the transcript of this meeting on the Wiki page and run it through Claude/ChatGPT to generate suggested action items, then follow up on relevant suggestions.
Bobbi: Send a message in the LinkedIn group (with Gianluca and Peter) to prepare for the Thursday meeting with Peter, including agenda points and questions for Peter about expectations and next steps for the matching project and Snowflake.
Gianluca: Test the local LLM solution using cloud resources before investing in new hardware, and report findings to the team.
Bobbi: Organize thoughts and send an agenda prior to the Thursday meeting with Peter to clarify discussion topics (FI, Snowflake, AI FAQ new model research).
Bobbi: Reach out to Big Dog Rescue Ranch regarding their computer application needs for potential future mentorship/giving chain project.
Gianluca and Bobbi: Discuss with Peter on Thursday the team's focus and resource allocation (Snowflake, local model, client outreach) and clarify expectations regarding the matching project and Snowflake app.
Summary
AIFAQ Project Market Discussion:Gianluca and Bobbi discussed their recent travel experiences, with Gianluca mentioning he had fever after returning from Venice. They talked about future plans for Gianluca's family to visit New Jersey. The conversation then shifted to their AIFAQ project, where Gianluca expressed concerns about the current market for generic chatbots, noting that solutions like ChatGPT and Claude have made generic bots less competitive. Bobbi shared insights about public perceptions of AI, noting that while AI provides good answers, users don't trust it and find it "creepy" due to its personalization capabilities.
Local AI Execution Strategy Discussion:Bobbi and Gianluca discussed the potential market strategy of offering local AI execution solutions for businesses, particularly focusing on privacy and security. Gianluca explained that there is significant interest in running large language models (LLMs) locally, with technology now mature enough to achieve similar accuracy to models like Claude Opus and GPT 5.5 on local devices. They confirmed that local LLM implementations can be disconnected from the internet, ensuring personal data remains private on the client's server. Gianluca agreed to provide a table or slides with supporting links to further demonstrate these capabilities, and they considered testing the concept with the Linux Foundation community.
AI Model Local Processing Trends:Gianluca and Bobbi discussed the evolution of AI model downloads, highlighting a significant shift from a $7 billion model to a more accessible version with similar quality. They explored the benefits of running AI models locally using Apple Silicon technology and NVIDIA DGX systems, noting the high demand and limited availability of certain hardware configurations. Gianluca explained the potential for running open-source models like DeepSeek locally, though he acknowledged current limitations and the need for further development. The conversation also touched on the cost implications of cloud subscriptions versus local solutions and the ongoing interest in optimizing AI workflows for local processing.
GPU-CPU Shared Memory Alpha Solution:Gianluca presented an alpha solution for GPU-CPU shared memory that involves purchasing specific hardware and using DS4 software, though it requires compilation and is not yet available as a web service. The solution allows for running models locally without internet connection and provides benefits like faster response times and no subscription fees. Bobbi expressed interest in the solution but had to end the call due to other commitments.
AI Privacy and Marketplace Planning:Bobbi and Gianluca discussed privacy concerns around AI data storage and reviewed a technical solution that offers accuracy, history, and privacy features. They planned to invite Audrey Tang, the Cultural Minister of Taiwan, to their next weekly call to discuss his technology. The pair also discussed their upcoming meeting with Peter and Don, expressing uncertainty about their expectations and the direction of their project, particularly regarding Founders Institute's potential involvement. They decided to move forward with implementing the AI FAQ app in the Snowflake marketplace and agreed to focus their limited resources on one priority area rather than pursuing multiple options simultaneously.
Meeting 4/27
Gianluca and Bobbi discussed the development and testing of a SnowMind app that queries COVID-19 data from Snowflake. They identified several bugs in the application, including issues with question processing and inconsistent answers to the same queries. They planned to demonstrate the app at an upcoming meeting with Peter, Don, and Esther to discuss potential AWS costs and future development. Bobbi expressed interest in demonstrating the app's capabilities at future Snowflake community meetings. They also briefly discussed an upcoming trip to Venice in June, where they planned to meet in person for two days.
Next Steps
Gianluca: Send email to Peter requesting his Snowflake account ID (or for him to create a free one) so the app can be published for his account.
Gianluca: Send calendar invite for tomorrow's meeting at 9:40 to Bobbi, Peter, Don, and Esther regarding AWS costs, data/knowledge base, and app/service continuation.
Bobbi: Prepare a demo of the Snowmind app for tomorrow's meeting with Peter, Don, and Esther.
Bobbi: Test using the app with other personal data sets as suggested by Gianluca.
Gianluca: Check and fix bugs in the application, especially those related to query errors and inconsistent answers.
Gianluca: Share 3 suggested itineraries (wild, Italian, walking) for Venice with Bobbi before her trip.
Summary
Snowflake App Publishing Discussion:Gianluca discussed publishing an app for a Snowflake account and requested Peter's Snowflake ID to proceed. Bobbi suggested checking if Peter already had an account, as he might have been registered previously. They agreed to look into finding existing users in the admin system and explore shared account access options.
Snow Mind App Functionality Discussion:Bobbi and Gianluca discussed navigating to the Snow Mind app in the provider studio and exploring its functionality. They attempted to search for COVID-related data, though the syntax of their search queries was unclear and may have been causing issues. Gianluca identified a potential bug and mentioned he would investigate further, particularly regarding the timing of COVID cases in Europe.
AWS Costs Discussion Meeting:Gianluca discussed a meeting with Esther scheduled for tomorrow at 9:40 AM to discuss AWS costs and data for a new studio opening. Don expressed interest in maintaining the service and covering approximately $50 per month in costs, though he also wants to discuss potential changes and data requirements. Gianluca will send calendar invites to Don, Esther, Peter, and others to attend the meeting.
COVID Query Application Discussion:Bobbi and Gianluca discussed issues with a query related to COVID cases, identifying that the application was having trouble understanding questions about case history and recurrence. Gianluca confirmed that while there are some bugs to fix, the application is ready for testing with other Snowflake accounts and may be published in the Marketplace in the future. Bobbi appreciated how the application provided helpful error messages explaining why it couldn't answer certain questions about case histories, though noted the need to rephrase questions to get relevant information.
AI Model Interface Issues Discussion:Gianluca and Bobbi discussed issues with an AI model's interface, including double requests and error messages. Bobbi noted that the interface doesn't display the current question while the model is thinking, making it difficult to track what the model is working on. Both expressed enthusiasm about the tool's potential and agreed it represents a promising first step for further development.
COVID Database System Testing Discussion:Gianluca and Bobbi discussed testing a database system that provides answers to questions about COVID data. Bobbi demonstrated how the system shows the question being answered but not the underlying query, which she liked. Gianluca agreed to add functionality to display both the original question and the query being executed, which would improve user transparency.
COVID Data Application Progress Update:Bobbi and Gianluca discussed their progress with connecting to COVID data through an application. They tested various queries, with some questions receiving accurate answers while others resulted in completion errors due to missing data. They planned to demo the current functionality at the next meeting and explore using the app with different datasets. Future steps include potentially demonstrating at a Snowflake community meeting and seeking access to a client's warehouse data in the coming weeks.
Software Implementation and Revenue Concerns:Gianluca and Bobbi discussed technical errors in their software and the possibility of implementing FI and studio instances. Bobbi expressed doubt about Founders Institute's ability to pay for such implementations, explaining that the organization's limited revenue stream comes primarily from new students. They also briefly touched on the potential for Don and other partners to incorporate customized chatbots into their startups and consulting studios.
COVID-19 Data Discrepancy Discussion:Bobbi and Gianluca discussed discrepancies in COVID-19 case data results, with Bobbi's calculation showing 7.6 billion cases versus Gianluca's 70 million, leading to a discussion about the limitations of their current database system. They agreed to continue working with Peter to explore solutions for combining data from multiple sources including Snowflake, Databricks, and AWS S3 buckets. The conversation concluded with plans for Bobbi and Gianluca's upcoming meeting tomorrow and their upcoming trip to Venice in June, where Gianluca offered to provide multiple itinerary options for their meeting.
Meeting 4/20
Bobbi and Gianluca discussed the development and testing of their AI FAQ application for the Snowflake marketplace. They explored the process of publishing an application in the marketplace, including how users would access and use the app with their own data. Gianluca demonstrated a proof of concept using COVID-19 data and discussed plans to publish a basic version of the application called "Snow Mind" for testing purposes. They also briefly discussed a separate educational project Gianluca was working on involving gamified learning for SQL programming. The conversation concluded with Bobbi expressing interest in creating a website page for the application once it was ready for broader use.
Next Steps
Gianluca: Publish a simple/test version of the Snowmind (formerly AI FAQ) application to the Snowflake Marketplace, without branding, and provide Bobbi and Peter with the link or instructions for testing.
Bobbi and Peter: Test the published Snowmind application in the Snowflake Marketplace by following Gianluca's instructions (e.g., searching for Snowmind, attempting to add data, and testing functionality).
Gianluca: After initial testing, work on enabling the application to allow users to add both public Snowflake data and their own private data.
Bobbi: Start working on a website page for Snowmind, to provide information for customers outside of the Snowflake Marketplace, once testing is ready.
Gianluca: Send an email to Don (copying Esther) to clarify if he wants to use AWS, Streamlit Cloud, or another platform.
Summary
Technical Issues in Championship Planning:Bobbi and Gianluca had a brief informal conversation about their weekends, with Gianluca discussing his sailing experience in Ancona with his team of two. The main focus of their discussion was technical difficulties Bobbi encountered with her keyboard and screen sharing during a meeting about a championship challenge for 2027, though the specific details about the challenge were not clearly discussed due to the technical issues.
Product Demo Studio Workflow Discussion:Bobbi and Gianluca discussed demonstrating their product in the provider studio rather than the public marketplace. They explored the workflow for a demo, which involves accessing AI FAQ Pro V0.1 in the provider studio, reviewing the information card, and adding data. Bobbi encountered some technical issues while testing, including difficulties with database selection and package attachment, which they noted needed further work.
Snowflake Marketplace Application Development:Bobbi and Gianluca discussed the development of an application for Snowflake's marketplace that would allow users to add data and try personal accounts. Bobbi expressed confusion about the current login process and suggested consulting Tim to understand how it would work with actual customer data. Gianluca explained that the Provider Studio is currently private and not visible in the marketplace, but once published, users with Snowflake accounts could search for and install the application if it's free.
Snowflake Role-Based Access Implementation:Gianluca explained that role-based access in Snowflake would need to be implemented by the application itself, and he offered to create a simple test application without the AIFAQ logo for Bobbi and Peter to test. They discussed how to access the Snowflake Marketplace, with Gianluca guiding Bobbi through the process of logging out and accessing the public marketplace to find applications. The conversation ended with Gianluca offering to share his screen to help Bobbi further navigate the marketplace.
AI FAQ Marketplace Demo Planning:Gianluca and Bobbi discussed demonstrating a customer using AI FAQ in the Snowflake marketplace. They agreed to start with a simple, public application in the marketplace that doesn't reveal it's their application. The next steps involve creating a generic chatbot with public data, then adding the ability to access both public and private data from Snowflake. Bobbi suggested demonstrating how a user like John from a widget company could log in, access their private database with warehouse information, and ask questions using AI FAQ, before deconstructing the knowledge base.
Snow Mind App Development Discussion:Gianluca and Bobbi discussed the development of a Snowflake app called "Snow Mind" that will allow users to query and analyze data. Gianluca demonstrated the current progress, including COVID-19 data querying capabilities, and confirmed plans to publish the application in the Snowflake marketplace soon. They agreed to use "Snow Mind" as the product name for better market traction. Bobbi expressed excitement about the potential to demo and charge for the application once it's published and tested. They also briefly discussed Gianluca's work on an interactive web API lesson for students, which included gamification elements to make learning more engaging.
Meeting 4/13
Quick Recap
Gianluca and Bobbi discussed their challenges with their current open source project and the need to pivot strategically. They explored potential directions, including focusing on Snowflake integration, targeting specific market needs like educational tools for teachers, or finding a niche that better addresses market demands. The conversation highlighted their struggle to identify and validate a clear product-market fit, with Bobbi expressing frustration about not having a defined solution to pitch to potential customers. They agreed to work on positioning papers and focus on understanding customer problems rather than presenting solutions, with plans to continue their strategic discussion in their next meeting.
Next Steps
Bobbi: Work on a positioning paper for Thursday's meeting focused on identifying ways to get customers
Gianluca: Work on a discovery paper/analysis for Thursday's meeting about potential new project directions
Both (Gianluca and Bobbi): Meet Thursday to discuss findings from their discovery/positioning work
Both (Gianluca and Bobbi): Discuss strategy with Peter in a future meeting about how to reach product-market fit
Summary
Open Source Project Strategy Pivot:Gianluca and Bobbi discussed challenges with their current projects, particularly the need to pivot in the open source project due to limitations with the Linux Foundation's decentralized trust initiative. Gianluca expressed concerns about combining two different projects - one focused on enterprise applications and another on open source development. Bobbi acknowledged that their initial focus on documentation and AI was not inherently tied to blockchain technology, suggesting they might need to reconsider their approach in the open source environment, potentially becoming more of a tool or FAQ resource for blockchain rather than developing core blockchain technology.
Blockchain Strategy Pivot Discussion:Bobbi and Gianluca discussed the need to pivot away from their current blockchain focus, acknowledging that their privacy offering hasn't gained significant market interest. They explored the possibility of joining the Linux Foundation's open source initiatives but expressed uncertainty about sponsorship options and their strategic direction. The conversation concluded with a discussion about potential entry points through special interest groups, using climate impact as an example of how blockchain solutions could support specific community needs.
Open Source Incubation Discussion:Bobbi and Gianluca discussed the potential for projects like GitMesh and their own to move to the incubation stage. Bobbi expressed uncertainty about the benefits of moving to incubation, questioning whether it would provide meaningful progress. They also discussed the role of open source in supporting entrepreneurs versus developers, with Bobbi sharing her experience and Gianluca providing insights on how open source can serve as a community platform and advertisement tool.
AI Project Discovery Paper Planning:Bobbi and Gianluca discussed writing a discovery paper to help determine the direction of their project, considering it as a potential starting point for expanding into a book. They acknowledged the current challenges in the AI market, noting a decline in enthusiasm and investment. The conversation also touched on their work with Snowflake and explored the possibility of expanding their focus to other data warehouse companies like Databricks.
AI Tool Integration Challenges:Bobbi and Gianluca discussed the challenges of balancing volunteer work with financial compensation, particularly in open source projects. They explored the potential of integrating their AI tool with platforms like Databricks and Snowflake, though they acknowledged difficulty in finding direct applications between blockchain and AI technologies at this time.
Blockchain Niche Market Strategy Discussion:Gianluca and Bobbi discussed the importance of finding a niche market for their blockchain project, rather than forcing unrelated technologies together. They explored potential strategies including building multiple projects simultaneously, conducting market research, and engaging with the community through meetups and networking events. Bobbi emphasized the need to identify a specific solution or "secret sauce" that would differentiate their chatbot from others on the market, suggesting they could focus on a particular need they've encountered in their research.
Mental Health Practice Growth Insights:Gianluca shared insights from a YouTube video about an Italian psychologist who started an online mental health practice for expats in Europe, which quickly gained traction and led to product-market fit. The company later received €70 million in funding after participating in an Italian accelerator program. Bobbi connected this to her daughter Lexi, who is a nurse practitioner starting her own psychology practice, and expressed interest in sharing the information with Lexi as a potential resource. Both participants discussed the importance of reaching product-market fit and agreed to future discussions about their own strategy for achieving it.
Business Strategy and Funding Challenges:Bobbi and Gianluca discussed challenges in finding customers and investors for their business ideas. They expressed confusion about the business model of hedge funds managing tech companies and the changing landscape of startup funding. Bobbi mentioned a new initiative by Don and Peter called Area 45, aimed at connecting founders with investors after Founders Institute. They agreed to redefine their strategy and conduct a discovery session this week to better understand their market and potential solutions.
Solution Validation Strategy Discussion:Gianluca and Bobbi discussed the importance of validating their solution before building it, emphasizing the need to focus on customer problems rather than solutions. They explored positioning their product specifically for Snowflake and targeting enterprise clients, with Gianluca suggesting creating a Snowflake marketplace one-pager and defining an ideal customer profile. The conversation highlighted their current challenge of having built a tool without securing customers, and they acknowledged the need to validate their approach before further development.
Product Definition and Customer Focus:Bobbi and Gianluca discussed the need to clearly define their product offering before attending upcoming events. Bobbi expressed concern about not having a concrete solution to pitch to potential customers, while Gianluca suggested focusing on understanding customer problems rather than promoting a specific solution. They explored potential customer pain points, with Gianluca sharing an example about a high school teacher struggling to engage students with technology, suggesting how AI could potentially help create interactive and engaging lessons.
Teacher Solution Development Discussion:Gianluca and Bobbi discussed developing a solution for teachers, inspired by a computer learning program from the 1990s where students competed globally to solve monthly challenges. They explored the idea of creating a feature that could help address teacher frustrations, potentially charging $10 per month for the solution. Bobbi agreed to work on a positioning paper for Thursday to develop strategies for securing customers. They also briefly discussed their upcoming meeting in Venice in early June.
Meeting 4/6/26
Meeting summary for
FAQ AI Lab calls
This is a regular call for the AIFAQ lab and anyone who is interested is welcome to join. The lab is focused on implementing a conversational AI tool which replies to questions related to specific context. The scope of the lab is to use Large Language Models to support the LF Decentralized Trust users (users, developer, etc.) with their work, avoiding to wade through oceans of documents to find information they are looking for. More about the lab is at: https://github.com/hyperledger-labs/aifaq
Apr 6, 2026 9:00 AM - 10:00 AM (America/New_York)
Please review and edit the meeting summary generated by Zoom and click save to publish the summary to participants via their Individual Dashboard and Public Calendar.
Quick Recap
This meeting was an introductory session where Bobbi provided an overview of the Linux Foundation and the AIFAQ project to Varad, who was new to the Linux Foundation ecosystem. Bobbi explained the evolution of Hyperledger into the Linux Foundation Decentralized Trust, describing how various blockchain projects and tools operate within the foundation structure. She detailed how AIFAQ, a project currently in the lab stage, uses AI and LLM technology to create private knowledge bases from blockchain documentation, with a specific demonstration of their chatbot functionality for Hyperledger Fabric. Bobbi also shared information about available mentorship opportunities across the Linux Foundation and encouraged Varad to explore the various projects, particularly those in the Decentralized Trust area if interested in blockchain.
Next Steps
No next steps available
Summary
Linux Foundation Exploration Discussion:Bobbi and Varad discussed Varad's interest in exploring the Linux Foundation, particularly the AI and blockchain aspects. Varad, a first-year college student with experience in open source contribution but new to the Linux Foundation, sought guidance on how the organization operates. Bobbi, who has been involved with the Linux Foundation for 10 years, offered to provide guidance and explained that the group started focusing on AI-related initiatives.
Hyperledger Foundation Evolution Overview:Bobbi explained the evolution of Hyperledger Foundation, which started as a sub-foundation of the Linux Foundation about 10 years ago. She described how it began with a significant code donation from IBM for Hyperledger Fabric and later included other blockchains like Sawtooth. Bobbi noted that the technical steering committee, which governed the foundation, recently renamed itself to the Linux Foundation Decentralized Trust, causing some confusion about the organization's current identity.
Hyperledger Wiki and Project Lifecycle:Bobbi explained the structure of the Hyperledger wiki and project lifecycle, noting that while GitHub repositories contain the actual code, the wiki serves as the primary source for internal information about graduated projects. She outlined how projects progress through an incubation process to become graduated, with examples like Firefly (a blockchain setup technique) and Fabric (a blockchain). Bobbi also described how special interest groups apply blockchain technology to specific sectors like climate action, financial markets, and healthcare, and mentioned regional chapters that host meetups.
FAQAI Project Status Update:Bobbi explained that their project, FAQAI, is currently in the lab stage and not yet ready for incubation. She described the Linux Foundation's structure and mentioned that FAQAI is not participating in the current mentorship program. Bobbi encouraged Varad to explore the available mentorships and internships, sharing a link in the chat for potential opportunities. She also provided an overview of how FAQAI originated from a Hyperledger task force focused on coordinating documentation, and highlighted the project's goal of using AI to answer questions from documentation.
Linux Foundation AIFAQ Chatbot System:Bobbi explained the Linux Foundation's AIFAQ chatbot system, which uses a small LLM with a Streamlit app to allow private access to data and knowledge bases. The system can process various file types including GitHub repositories, text, and PDFs, with current implementations containing information from Fabric 1.2 and 1.3. Bobbi demonstrated how the system works by asking about production timelines for version 1.3, showing how the bot provides relevant information based on the configured knowledge base.
AIFAQ Knowledge Base System:Bobbi explained the functionality of AIFAQ, a GitHub repository at the Linux Foundation that provides tiered role-based access for building private knowledge bases. She described how the system has public and private pages, with private access being available after payment, allowing administrators to input data and build knowledge bases while maintaining control over information privacy. Bobbi mentioned their goal to get the system into incubation in the coming weeks or months, after which it will be available for others to use for their own private knowledge bases.
AIFAQ Product Demonstration and Access:Bobbi demonstrated their product and provided Varad with access to their GitHub repository and wiki page, which contains information about their meetings, presentations, roadmaps, and core principles. They discussed their current focus on getting AIFAQ accepted into Hyperledger's Decentralized Trust incubation program rather than moving to LFAI data. Bobbi shared the relevant links in the chat for Varad to review at his leisure.
Mentorship Opportunities and Project Guidance:Bobbi informed Varad that there are no mentorship opportunities available this year due to missed deadlines, but recommended exploring various mentorships from the Linux Foundation, particularly in AI or blockchain. When Varad asked for guidance on selecting a project, Bobbi suggested focusing on Hyperledger projects and provided links to explore available options. Bobbi expressed enthusiasm about seeing Varad at next week's meeting to discuss their progress in navigating the available opportunities.
Linux Foundation Blockchain Projects Discussion:Varad expressed interest in attending future meetings and exploring Linux Foundation projects, particularly those related to blockchain. Bobbi advised Varad to focus on blockchain projects from the Decentralized Trust section and mentioned that she and her partner Gianluca are working on the AI FAQ project. They confirmed that weekly meetings would continue every Monday with a stand-up format.
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Meeting 3/23/26
Presentation: https://docs.google.com/presentation/d/1f83cz6MeLF8hwrvRBi-eUhBQaLvao65yAaalFTk4UtU/edit?slide=id.g2a7ffc9cce9_0_5#slide=id.g2a7ffc9cce9_0_5
CloudGraph_Multi-Cloud GraphRAG Knowledge Base with Blockchain RBAC: https://docs.google.com/presentation/d/1yKMeO4n2ZfY2ZGOl1JeVj5xZPzWSxHu3/edit?slide=id.p2#slide=id.p2
TrustRAG Lite https://docs.google.com/presentation/d/1qR8o_SiyhxEY46OcOwKkf50EjKWu5SZp/edit?slide=id.p1#slide=id.p1
Meeting 3/9/26
Presentation
Meeting 3/2/26
Presentation:
Moving to AI Data: https://github.com/lfai
Understanding LF AI Date
https://enrollment.lfx.linuxfoundation.org/?project=lf-ai-foundation
LFDT Incubation and Mentorship
Snowflake
Meeting 2/23/26
The team discussed their strategy for combining AI and blockchain technologies, exploring potential applications and mentorship opportunities within the Linux Foundation. Bobbi emphasized the need to focus on finding paying customers rather than relying on open-source contributions, suggesting that their technology might be better suited for the Snowflake startup than the Linux Foundation. Gianluca proposed exploring new ideas that leverage the strengths of both AI and blockchain, such as verification protocols or enhancing blockchain data presentation with AI. The team also reviewed progress on the Snowflake Marketplace app, with Jayram presenting a demo version and discussing testing costs. Bobbi mentioned her upcoming speaking engagement at the Linux Foundation Open Source Summit in May, where she plans to discuss their AI and blockchain initiatives.
Next Steps
Bobbi: Join the Linux Foundation Data and AI project, research requirements for incubation, and prepare a proposal for moving the project forward in AI and data for next week's meeting
Bobbi: Research MCP (Multi-Party Computation) protocols and their relevance to the project
Bobbi: Begin connecting with the Linux Foundation AI and Data community via LinkedIn and prepare an informative post
MADUGULA: Email Snowflake to inquire about obtaining free credits for testing and deployment phase
MADUGULA: Complete development and testing of Snowflake Marketplace app and prepare for publication when ready (estimated 2-3 days)
All team members: Spend next 2-3 weeks researching/brainstorming how to combine AI and blockchain technologies for potential mentorship program
Bobbi: Wait for response from David regarding contact person for Linux Foundation AI and Data
Team: Regroup in 1-3 weeks to make decisions about mentorship program and project direction
Bobbi: Prepare presentation about Snowflake project for Linux Foundation Open Source Summit in May
Gianluca: Check exact expiration date of AWS free credit (end of March or April) and potential cost savings with smaller machine configuration
Team: Update wiki page with login information if any changes are made during testing
Team: Consider applying for mentorship program in Decentralized Trust with new project combining AI and blockchain
Summary
Project Strategy and Funding Options:Bobbi and Gianluca discussed their project's status and future directions. They noted that their AWS free credits will expire at the end of March, costing around $50 per month to continue. Bobbi shared that the Linux Foundation will support their current structure without rushing them to make decisions about incubation or moving to the Linux Foundation. They agreed to take the next few weeks to consider their options, including staying in LFDT or moving to data and AI, while also pursuing incubation. Gianluca suggested they need to validate their ideas with potential clients before moving forward. Bobbi emphasized the importance of staying open source and suggested they could pursue both paths simultaneously, similar to IBM's approach with multiple projects.
AI-Blockchain Strategy and Incubation:Bobbi and Gianluca discussed pursuing both a mentorship program in the Linux Foundation's Decentralized Trust (LFDT) and an incubation application in their AI and Data division. They explored potential synergies between AI and blockchain technologies, including identity verification and fake news prevention. Bobbi emphasized the need to focus on finding paying customers rather than relying on the Linux Foundation for revenue. They agreed to research further and make a decision on their direction in 2-3 weeks. Additionally, Jayram provided an update on the Snowflake Marketplace app development, which is progressing well but may incur higher costs than expected.
Recording
SNOWFLAKE
https://www.snowflake.com/en/startup-challenge/faqs/?utm_cta=010526-no-ind-all-evp-html-event-promo-2026_startup_challenge
Installation Guide https://docs.google.com/presentation/d/1zQMat-f_jat2wjS3B99Vy2USEBY9RXtxKleP1n5jTUY/edit?slide=id.p#slide=id.p
Username: AIFAQPRO
Dedicated Login URL: https://joflnlg-tbc54248.snowflakecomputing.com
password : JamesBond@25$$Dollar$$
Meeting 2/16/26
Presentation:
Recording
Quick Recap
Installation Guide https://docs.google.com/presentation/d/1zQMat-f_jat2wjS3B99Vy2USEBY9RXtxKleP1n5jTUY/edit?slide=id.p#slide=id.p
Username: AIFAQPRO
Dedicated Login URL: https://joflnlg-tbc54248.snowflakecomputing.com
password : JamesBond@25$$Dollar$$
Quick Recap
The team discussed completing an incubator application for a startup challenge, focusing on resolving login issues with Snowflake accounts and finalizing the application link. They explored the possibility of pivoting their project to combine AI with blockchain technology, with Gianluca suggesting an NFT-based solution for authentic photos. Bobbi expressed interest in maintaining their current direction while potentially exploring opportunities in the Linux Foundation Data and AI community. The group agreed to meet again the next day to finalize the startup challenge submission and discuss their future direction with David, a mentor in their program.
Next Steps
MADUGULA: Provide the shareable link to the Snowflake application (for the startup challenge submission) by tomorrow
Bobbi: Update the application document with the correct link once received from MADUGULA
Bobbi: Schedule a meeting with David to discuss mentorship direction and potential AI/blockchain project ideas
All team members: Meet at same time tomorrow to finalize and submit the Snowflake startup challenge application
Bobbi: Set agenda for David meeting to discuss both current DT mentorship and potential Linux Foundation opportunities
Bobbi: Send meeting link via Slack if today's link doesn't work for tomorrow's meeting
Bobbi: Send notification via Slack or LinkedIn once David confirms meeting time
Summary
Startup Incubator Application Review:Bobbi and Gianluca discussed completing an application for a startup challenge incubator. Bobbi mentioned she needed to find the application and was having trouble locating it on her screen. They briefly talked about Gianluca's weekend activities involving a car engine. Bobbi then focused on reviewing the application answers, confirming that their company was not affiliated with Cuba or Sudan. She also questioned whether they had a link to their application running on Snowflake and asked if they had tested it enough to include it in the application.
Snowflake Access Resolution Discussion:The team discussed access issues with Snowflake accounts, where multiple users, including JARAM, were unable to log in using various credentials. Bobbi and Gianluca explored different account options, with Gianluca sharing his temporary access credentials (username: GC) and discussing the need to install AIFAQ order in the correct account. The team identified that they needed to resolve the login problems and determine which Snowflake instance to move forward with, as there were multiple accounts in question.
AIFAQ Pro Login Resolution:The team discussed login issues for AIFAQ Pro, with Bobbi and Jerem successfully accessing the account using a James Bond password, while Gianluca encountered authentication problems with his Microsoft Authenticator app. They confirmed that the correct login format is AIFAQ space PRO without a space, and discussed that their app will be available in the marketplace for beta testing by the end of the week.
Marketplace Application Discussion:The team discussed completing their application for the marketplace, with MADUGULA confirming they would provide a link for testing by the next day. They clarified that their product is built on Snowflake and that they are current users, though not clients. Bobbi and the team debated whether to include Tim Spann as an advisor, ultimately deciding to leave him out since he is not an employee of their company. They also addressed questions about their product's status, confirming it is in production with customers and that they are running the startup full-time. Bobbi noted that the Founders Institute no longer has a direct link to their FAQ bot on their homepage, requiring users to access it through the menu.
Chatbot Implementation and Submission Plan:The team discussed the implementation of a chatbot and installation guide for a startup plan, with Gianluca explaining that JARAM would provide a shareable link for the web application in Snowflake the following day. Bobbi confirmed they would meet at the same time tomorrow to add the link and submit the plan, with the submission deadline set for Wednesday. They agreed to test the installation guide on separate devices and incorporate the existing slides into future user guides.
App Launch and Mentorship Strategy:The team discussed their upcoming app launch and mentorship program. Bobbi expressed concerns about last year's mentorship program and suggested moving from Decentralized Trust to Linux Foundation proper. Gianluca proposed exploring a project that combines AI and blockchain to potentially move to incubation. The team agreed to set up a call with David to discuss these options. They also considered the possibility of maintaining their current project in Decentralized Trust while exploring new AI-related initiatives. Bobbi emphasized the importance of finding paying customers to validate their ideas and secure funding.
Code Updates
Snowflake Project
Installation Guide https://docs.google.com/presentation/d/1zQMat-f_jat2wjS3B99Vy2USEBY9RXtxKleP1n5jTUY/edit?slide=id.p#slide=id.p
Startup Challenge submission
https://snowflake.research.net/r/startupchallenge26?marketo_lqqo9kh4ls=%5Bmarketo_lqqo9kh4ls_value%5D?utm_source=email
TESTING INFORMATION
Meeting 2/9/26
Presentation:
Recording
Quick Recap
Code Updates
Snowflake Project
Demo - demo the snowflake marketplace offering
Apply : finish application to Snowflake Accelerator
Report on Snowflake project roadmap
Meeting 2/2/26
How to install AIFAQ from Marketplace (only for selected users) with a click-on button process?
Is it possible to use Data in Snowflake to ingest the KB?
While the upload files process should extend the KB
How to grant access permission to each user?
New instance of AIFAQ for https://keystonefounderstudio.com/
Send an email to easter: https://founderstudio.aifaq.pro/ (homepage, application, expert-page)
Don said: anyone want to build a "recorder alliance" with me? fathom otter fireflies read.ai etc all recording 1 or multiple vers
Presentation
I am currently optimizing the code to get the app ready for the Snowflake Marketplace. To answer the advisors: Yes, all requested features are possible.
Installation: We will use a Private Listing for the "click-to-install" process for selected users.
Data & KB: We can ingest data from tables, and the Knowledge Base will reside entirely within Snowflake.
Functionality: File uploads will extend the KB, and we can configure granular permissions for each user from the admin panel.
Quick Recap
Gianluca and MADUGULA discussed the installation and setup of a Snowflake database and Streamlit app for version 2. They walked through the process of creating a new Snowflake account, running SQL code, and configuring the Streamlit app. They addressed issues with document uploads and discussed the need for a user guide. MADUGULA shared updates on security improvements for the marketplace, including SQL injection prevention and prompt injection patterns. They agreed that Gianluca would update Bob and Peter about the working code and document upload process, while MADUGULA would focus on creating a user guide and further security enhancements.
Next Steps
MADUGULA: Update the code in the GitHub Norfolk branch with the latest changes and improvements.
MADUGULA: Create a short guide (with screenshots if possible) detailing the installation and setup process for the system, including Snowflake account creation, SQL file setup, and Streamlit app configuration.
MADUGULA: Continue working on marketplace integration and security improvements (e.g., SQL injection prevention, prompt injection prevention) for invite-only testing.
Gianluca: Update Bob and Peter on the current status of the code and inform them that the system is ready for testing.
MADUGULA: Be prepared to provide instructions to Bob and Peter on how to upload documents to test the system when requested.
Summary
Snowflake Database and Streamlit Setup:Gianluca and Jeram discussed the installation and setup of a Snowflake database and Streamlit app. They clarified steps for creating a Snowflake account, uploading SQL files, and configuring the Streamlit app to connect with the database. Jeram guided Gianluca through troubleshooting steps, including rebooting the app and adjusting the user interface view. They identified the need for a short guide and updates to the GitHub README to help others set up and use the system. The next steps include creating a user guide, updating documentation, and adding categories and access control for document uploads.
Marketplace Testing and Security Enhancements:Gianluca and MADUGULA discussed the configuration and testing of a system, emphasizing the importance of providing a guide for users like Peter and Bobby. MADUGULA suggested making the marketplace invite-only for testing to simplify the process. They also talked about improving the marketplace components, breaking the code into modular parts for easier checking and modification. Security audits were addressed, focusing on preventing SQL injection and prompt injection to enhance app security.
Problem Detection and Code Updates:MADUGULA reported on implementing problem detection techniques including input validation and prompt injection patterns. Gianluca asked MADUGULA to update the code in the Norfolk branch on GitHub and create a short guide, with MADUGULA agreeing to do so. Gianluca also planned to update Bob and Peter about the working code, which requires only copying two files and running it, and mentioned that they might ask about uploading documents for testing.
Meeting 1/26/26
Presentation
Quick Recap
The team discussed their project's transition within the Linux Foundation, considering a move from the Decentralized Trust lab to the AI and Data community. Bobbi proposed pursuing both paths simultaneously, emphasizing the importance of completing the Snowflake integration before exploring blockchain features. The team addressed recent security issues with Snowflake access and discussed ongoing development work, including new features for the admin dashboard and hybrid search functionality. LaToya introduced herself to the team, sharing her background in electrical engineering and blockchain, and expressed interest in contributing to the project. The conversation ended with a brief discussion about rescheduling an upcoming advisor meeting to accommodate Bobbi's schedule.
Next Steps
Bobbi: Feel out David regarding how long the project can remain in the current lab status while preparing to transition to LF AI & Data, and report back to the team next week.
Bobbi: Work on the new website using the proposed template, with assistance from Muhammad.
Bobbi: Research and implement Snowflake network policy, including collecting team IP addresses for whitelist.
Bobbi: Change the Snowflake account password to a stronger one and share it privately (e.g., via Slack) with JARAM.
JARAM: Continue development on new features for the Snowflake connector (hybrid search, audit logging, admin dashboard, activity dashboard, configuration export/import, rate limiting, and agent integration), and prepare a clear roadmap for adding agents within the next week.
Gianluca: Attempt to install and test the new version of the code for the Snowflake connector after receiving the updated code from JARAM.
Peter: Move the advisor meeting to 1:00 PM and confirm with advisors.
Gianluca: Work on updating the analytics UI to include activity data prior to December (as time allows, after Snowflake work).
Summary
Linux Project Transition Strategy:The team discussed their project's status within the Linux Foundation and potential transition to the AI and Data community. Bobbi proposed pursuing both the Decentralized Trust TAC and AI community paths, with a focus on completing the Snowflake connector before adding blockchain features. The team agreed to seek David's input on how long they can remain in their current lab status while preparing for a move to incubation. Additionally, they addressed a recent Snowflake security violation, with Bobbi working on implementing required network policies and password changes. Gianluca and Jaram discussed ongoing code installation issues, while Madugula provided an update on his work on features including hybrid search, audit logging, and configuration export/import capabilities.
AI Documentation Integration Project:The team discussed their AI documentation project, which aims to help open source communities create private chatbots and knowledge bases. Bobbi explained that they are working with Snowflake to integrate their tool with data warehouses, allowing users to add private information while leveraging insights from their data. LaToya shared her background in electrical engineering and blockchain, including her work on the first Bitcoin ETF and tokenization projects at BlackRock. The team also briefly discussed the possibility of proposing their project for a Linux Foundation mentorship program.
AI Tools and Community Engagement:LaToya joined the meeting to explore potential use cases for AI tools, particularly for note-taking, and expressed her intention to participate more consistently in the community. Bobbi and Peter welcomed her and discussed their locations, with Peter mentioning challenges due to weather-related issues. Bobbi shared her plans to work on submissions, website updates, and Snowflake-related tasks, encouraging LaToya to join a Snowflake meeting if available.
Snowflake Integration and Marketplace Strategy:The team discussed their integration of their tool with Snowflake, with Bobbi explaining that they want their tool to sit on top of Snowflake's data to ask questions, and LaToya mentioned BlackRock's account with Snowflake. Gianluca provided details on the technical stack, which includes Python for backend and SQL for the relational database, with Streamlit as the UI library. The team is working on getting their code from the open source environment into the Snowflake marketplace, with help from an advisor named Tim who is a high-ranking Snowflake employee.
UI Fix and Project Priorities:The team discussed several topics, including analytics data and scheduling. Gianluca agreed to work on fixing the UI to show data from before December, but Peter emphasized that the snowflake project should be the priority. Bobbi requested to move an advisor meeting to 1 PM the next day due to childcare commitments, and Peter agreed to reschedule it. They also briefly discussed Peter's potential visit to the DMV.
Incubation Letter From David
Bobbi,
Thanks again for sharing your AIFAQ project proposal with us. We're happy that we've been able to support the work that you, Gianluca and others have been doing with AIFAQ over the years and it is great to see how the lab is maturing.
We reviewed the project proposal and our thought is that you would find a better fit for this work going forward in a Linux Foundation community dedicated to AI. As you know, LFDT is focused on building an ecosystem of blockchain, ledger, identity, cryptographic, and related technologies and that isn't the domain that you're working in.
It certainly made sense to help incubate AIFAQ through our mentorship program and through the Labs since this looked like a tool that could be very useful for the maintainers in our community, but we don't think the TAC would accept this as a project since it isn't a decentralized trust technology.
Have you taken a look at the LF AI & Data community? They also offer hosting and have a large number of open source AI projects. We think that could be a good environment to continue your work and would give you more of an opportunity to find other collaborators since you'd be in a community with other people working on AI projects and tools. For reference, you can find out more about the hosting they provide at:
https://lfaidata.foundation/all-projects/hosting/
If you'd be interested in having a conversation with someone at LF AI & Data about hosting, let me know and I'm happy to make an introduction.
Please keep in mind that this is our opinion and LFDT staff don't make decisions on what projects the TAC approves. You would be welcome to share your proposal with members of the TAC and get their thoughts on this as well.
Thanks,
David
WEBSITE
Snowflake
A new security violation has been found for your account:
Ensure that an account-level network policy has been configured to only allow access from trusted IP addresses
Severity | Critical |
Scanner Package | SECURITY_ESSENTIALS |
Scanner | SECURITY_ESSENTIALS_CIS3_1 |
Last Updated | 01/22/2026, 5:11 AM UTC |
Account Name | CSC40325 |
Meeting 1/19/26
Presentation: https://docs.google.com/presentation/d/1qKVtaAgGufR9ety7fY0eego1THDtuzDIyKOqvkYpmjM/edit
Recording
Quick Recap
The meeting began with Bobbi and Gianluca addressing technical formalities and reviewing various policies before discussing several ongoing initiatives including stakeholder approvals, speaking engagements, and a collaboration that wasn't moving forward as planned. The team then focused on technical installations and code updates, particularly regarding Snowflake's Cortex AI features and the process for installing version 2 of their code. Bobbi concluded by outlining her plans for Linux Foundation engagement and consolidating meetups, while also discussing her participation in a Snowflake AI Startup Challenge course.
Next Steps
Bobbi: Follow up with David to get everything needed for Linux Foundation incubation process and pursue additional speaking engagements at Linux Foundation events
Bobbi: Set up a meeting with David as soon as possible
Bobbi: Complete Snowflake's AI Startup Challenge course/reading materials this week
Bobbi: Consolidate multiple meetups into one to reduce costs
Gianluca: Merge the PR, check the code, and install app version 2 using the README file
Gianluca: Update team (Bobbi, Peter, and others) on the results of the version 2 installation
MADUGULA: Update documentation/code to include cross-region instructions for Cortex AI access
Bobbi: Share Snowflake challenge materials in the team chat
Summary
Policy Review and Technical Setup:Bobbi and Gianluca began their meeting by discussing technical difficulties and formalities. Bobbi shared her screen and mentioned that they should review the privacy policy, code of conduct, and antitrust policy, which were displayed on the screen.
Initiatives and Event Updates:Bobbi shared updates on several initiatives. She mentioned that David had received permission from key stakeholders to review their proposal, with a decision expected this week. Bobbi also shared that she had been invited to speak at a Linux Foundation event in May about AI FAQ, which she was excited about as it could provide significant exposure. Finally, she noted that the Founders Institute was not moving forward with their collaboration, suggesting that the existing benefits were the most they could expect.
Founders Institute Support and Progress:Bobbi expressed concerns about Founders Institute's lack of organization and support after graduation, suggesting that the current relationship should be maintained as it is the best they can expect. She emphasized the importance of showcasing their presence on Founders Institute to demonstrate their progress. Additionally, Bobbi mentioned plans to attend meetings related to the Linux Foundation Decentralized Trust to generate interest among maintainers and encourage usage of their technology.
Linux Foundation and Snowflake Initiatives:Bobbi discussed the Linux Foundation incubation process, aiming to move forward by the end of the month, and mentioned she would manage the initiative with help from the team. She also talked about applying for the Snowflake startup challenge and joining their community working groups, with plans to provide more information to JAYAM. Gianluca was tasked with attempting to install from READMEs for Snowflake.
Snowflake Cortex AI Region Access:Gianluca and MADUGULA discussed issues with Snowflake's Cortex AI features in the US East North Virginia region. They determined that the current setup was not supporting Cortex AI, and MADUGULA promised to update the code to enable cross-region access for Cortex AI features. Gianluca agreed to accept MADUGULA's PR, update the code, and install version 2 of the app. They planned to test the system installation and keep the team updated on progress.
Version 2 Installation and Updates:The team discussed the installation process for version 2 of their code, with Madugula explaining that only two files are needed: setup.SQL and app version.2pi. Gianluca confirmed he would merge the PR and install version 2 using the README file in version 1. Bobbi announced she would follow up with David regarding Linux Foundation setup and speaking engagements, and mentioned she was taking a Snowflake AI Startup Challenge course. She also shared her plan to consolidate three separate meetups into one to reduce costs.
Code Base Recap
Project Recap
1.Snowflake
Gianluca Test from Readme
Test instance for team to work on ( readiness for deployment, user guides)
Discuss https://www.snowflake.com/en/startup-challenge/thankyou/
Founders Institute
How to leverage FI Keystone Live Chatbot
LFDT
Incubation
Mentorship
Meeting 1/12/26
Trello Card:
Recording
Last weeks
Quick Recap
The team met to discuss the AIFAQ project's progress and next steps, focusing on the Snowflake implementation and documentation needs. Jaram demonstrated the new admin dashboard functionality, which allows for user management, team configuration, and document access controls within Snowflake. The team discussed repository cleanup needs with David Boswell, including removing old configuration settings and addressing DCO (Developer Certificate of Origin) compliance issues. Gianluca and Bobby reviewed documentation requirements, agreeing that three user guides are needed: a developer guide, an administrator guide, and a user guide, with the developer guide being prioritized first. The team also addressed authentication issues for accessing the Snowflake marketplace instance and discussed potential ways to support Jaram's ongoing development work, though no immediate financial compensation was available as the project is not yet revenue-generating.
Next Steps
Bobbi: Send email to David Boswell to schedule a meeting (tomorrow or Wednesday) to discuss the incubation document and repository questions
Bobbi: Ask David Boswell for examples of good repositories suitable for incubation stage in Linux Foundation Decentralized Trust
Bobbi: Ask David Boswell/LF staff how to handle old commits without DCO sign-off and clean the repository while maintaining forks/stars
Bobbi: Ask David Boswell/LF staff how to resolve continuous integration check issues related to old configuration
Gianluca: Test installation of the system using the current README documentation in the repository
MADUGULA: Create additional test instance of the system for Bobbi to experiment with
MADUGULA: Review and provide list of 3 specific support tasks that Gianluca and Bobbi can help with
Bobbi: Update and store Snowflake login information on the wiki page
Bobbi: Fix email configuration/password issues for the Snowflake account
Team: Use Slack channel for ongoing system questions/communications with MADUGULA
Summary
Repository Cleanup and Production Move:The team discussed moving their project to production and addressed issues with the current repository. Gianluca highlighted the need to clean the repository, including removing old commits and configuring continuous integration actions. They plan to ask David Boswell for guidance on repository cleanup and for an example of a good repository for incubation. Bobbi will send an email to David requesting a meeting to discuss these matters. The team also acknowledged Jairam's hard work during his illness and expressed hope for his continued recovery.
Repository Clean-Up and Security Discussion:Gianluca discussed issues with their repository, including unsigned commits and outdated configurations, and expressed a desire for support from the Linux Foundation to address these problems while maintaining followers and stars. Bobbi suggested that requiring two-factor authentication for GitHub and the Linux Foundation might help identify forkers, but Gianluca believed this would not resolve the main issues. They considered creating a new repository to clean the code base and remove unnecessary configurations, with the hope that skilled GitHub personnel could assist in this process. Gianluca also mentioned a personal update about avoiding kayaking due to a minor shoulder pain.
User Guide Development Strategy:Bobbi and Gianluca discussed the development of user guides for their product. Bobbi explained that she had moved information from Trello to a wiki page due to cost concerns. They agreed on the need for three types of user guides: a developer's guide, an administrator's guide, and a user guide. Bobbi outlined the contents of each guide, emphasizing the need for detailed information for developers and customized content for administrators. They also briefly touched on the need for general user guides that could be adapted for specific clients.
User Guides Development Strategy:Gianluca and Bobbi discussed creating user guides for a project, focusing on installation, configuration, and usage. They agreed to create separate guides for the standard version and Snowflake, with Bobbi taking the lead on developing modular user guides using Ledger Academy as a test example. Gianluca emphasized the need to update the installation guide for the Snowflake version, as the current guide is too long and needs revision.
Snowflake Application Access Setup:The team discussed documentation and access to their application in Snowflake. Gianluca agreed to test the stellation guide in the Rhythmi file using a trial account. Bobbi and MADUGULA helped Gianluca set up multi-factor authentication for access. They also discussed how the application would be listed in the Snowflake marketplace once ready, and Bobbi shared login credentials with Gianluca.
Snowflake Account Access Resolution:Bobbi and Gianluca discussed accessing a Snowflake account, initially encountering issues with the wrong login credentials. Bobbi found the correct login information in their shared mail and updated it on a wiki page for future reference. They resolved the login problem, and Bobbi noted that the correct login details would be documented for future use.
Snowflake TBC Login Resolution:Bobbi and Gianluca discussed login issues with the TBC instance of Snowflake, where Gianluca was experiencing multi-factor authentication problems. Bobbi helped resolve the authentication issues by sharing the correct login credentials and email configuration. They confirmed that the correct Snowflake login details are for the TBC instance with the username "snowflake@pro" and password "password12345XLANI". Bobbi mentioned she would send an email to David to arrange a meeting, copying Gianluca on the correspondence.
Snowflake Document Management System Demo:The team demonstrated a new system for managing documents in Snowflake, where an admin can configure users, teams, and access levels, and upload or link documents from various sources including local drives and cloud databases. Bobbi expressed satisfaction with the demo and offered support, suggesting they could help test the system, create documentation, or assist with development activities. The team agreed to continue communication via Slack and discussed potential future mentorship opportunities, with Bobbi mentioning she would send a letter to David regarding an incubation meeting.
Code of Conduct / Anti Trust PolicyJoin Slack https://join.slack.com/t/aifaqworkspace/shared_invite/zt-337k74jsl-tvH_4ct3zLj99dvZaf9nZw