OpenAI’s decision to not do closed source OpenAI Chief Scientist Ilya S. explains that OpenAI is not doing closed source because of safety reasons, but because of competitive reasons. He believes models can be improved to the point in the future where it becomes a safety concern. Competitive reasons The competitive reasons mentioned by Ilya S. refer to Microsoft, which is a major investor in OpenAI. Microsoft has been known to use closed source models in the past, which gives them a competitive advantage.

Introduction Group chat transcript on Generative AI Chaotic discussion on various topics Learning Resources Link to a post on what transformers are Cohere has two of the best ML content creators List of top AI-themed newsletters shared 42papers.com recommended Ben’s Bites newsletter recommended Hackathon Invitation to join a team in Warpspeed GenAI hackathon Deterministic Output Discussion on making GPT2 or BLOOM model outputs consistent Two ways to make it deterministic: setting temp=0 or setting seeds Pro tip to pursue this line of reasoning and gain first-hand experience Visual Aesthetic Scoring Discussion on AVA dataset and image dataset curation methods Link to a space on huggingface for aesthetic predictor Use of clip interrogator to score generated captions Hallucination and determinism are not related Visual aesthetic scoring is largely a final layer problem Discussion on the limitations of the model Dataset Creation Request for good library references to create datasets for LLMs Discussion on creating a dataset based on few hand-written examples Suggestion to check the terms of service for commercial use Discussion on using a visual QA model to identify errors in a picture Workflow suggestion to detect errors in the image and fix them using models finetuned on those datasets Suggestion to use Andrew Ng’s landing.

OpenAI and Google models: Google models have no moat OpenAI may have a moat due to early mover advantage and alignment with Microsoft/Azure OpenAI’s moat may come from government and finance domains OpenAI may be able to maintain its lead for 2 to 5 years or more Open source models are far behind OpenAI currently, but may catch up eventually Network effects may not be a moat in this case Microsoft+OpenAI can make inference costs low and onboard other businesses on plugins Hugging Face:

Introduction and greetings Members introduce themselves and exchange pleasantries Generative AI for digital painting Discussion on the potential for creating artist-focused digital painting tools using Generative AI Current methods involve hacking with automatic tools and using Photoshop to achieve desired results Large scale dataset creation for LLM model training Member asks if anyone has experience creating large scale datasets Links The description and link can be mismatched because of extraction errors.

Topics Discussed in Chaotic Generative AI Group Chat Transcript AI Models and Tools GPT4 creates a vector DB Replit open source LLM just dropped Finetune on instruction dataset curated from geeksforgeeks Prompt Injection in less than 10 minutes (video, slides, transcripts) JSONFormer: guaranteed JSON output with Huggingface LLMs DeepFloyd or Multi-ControlNet? Is there a model (other than gpt4) that can extract info from an image in JSON format? Autogpt app Table-transformer might help if result cards are in tabular form AI Applications Abstract artwork made using stable diffusion Extracting values without OCR Parsing information from result cards Langflow AI Industry and Innovation India’s position in the generative AI race Chris Lattner’s new ML-focused language Ecosystem graphs for AI startups Networking and Collaboration Connecting with others in the group for contribution and collaboration Looking for journalists or media folks in the group Miscellaneous Group invite link request AI and art techniques OpenAI service on Azure Multi-modal GPT4 access Sanford C.

Article Bias and Twitter Discussion about biased articles and preference for tweets Shared link to a tweet: https://twitter.com/zoink/status/1653052807950536706 Learning with ChatGPT Discussion on how to use ChatGPT for learning Mention of yudbot.com as a resource API Level Caps Mention of developing an API level cap for a llm vault manager Question on whether API level caps are generally kept Shared link to yudbot.com as a potential resource Paywalls and Capitalism Discussion on paywalls and access to news articles Mention of capitalism in a political group context Conversational Memory with GPT-3.

Access to GPT Plugins: OpenAI demos it publicly Participants want access to the tool Suggestion to make a Twitter viral demo to get access One participant has access but cannot find the tool in the UI Web Development: Request for freelance Flask/Python web stack developers Link to GitHub repository for Eva: https://github.com/georgia-tech-db/eva AutoGPT: AutoGPT is emerging as a catch-all for automation Jason Calacanis has posted a bounty for outbound sales emails on Replit One participant was able to deploy something locally to generate personalized DM, email, and coffee conversation points for a LinkedIn profile as a non-coder Group Management:

Music and AI Collaboration between GPT and Bark for music creation “Bark is lit too” 🔥 AI Tools and Libraries pandas-ai library: https://github.com/gventuri/pandas-ai Issues with ChatOpenAI giving “Could not parse LLM output:” errors Code snippets for language chain helpers and embeddings utils: https://github.com/jerryjliu/llama_index/blob/590639a14dd7346b7f5cc00a21dd24ce0d35ae30/gpt_index/langchain_helpers/text_splitter.py#L240 https://github.com/openai/openai-python/blob/c556584eff3b36c92278e6af62cfe02ebb68fb65/openai/embeddings_utils.py#L21 Scale.com for content language: https://scale.com/content-language AI Models and Projects Cohere’s multilingual model Project idea for creating shortcuts to automate tasks Resources for creating charts/graphs from data, open-source “Chart-GPT” resources especially python based Implementing file search using Langchain’s drive connector Performance gains attributed to Rust vs Golang for HNSW algorithm AI Discussions and Queries Issues with limited RAM on Repl on Replit Measuring recall for file search Tuning recall/speed for HNSW algorithm Learners’ discussion at 4pm Feedback on a new product for generating design from prompts using a design system Generative AI impact on graphic design and marketing Interviewing product designers and graphic designers in marketing agencies AI Resources and Links LLM.

VectorDB and LlamaIndex Discussion on whether LlamaIndex or Langchain support VectorDB with Sources with GPT4 or GPT3.5-Turbo Sharing of GitHub link for LlamaIndex demo Suggestion to use response.source_nodes to get sources Discussion on using evaluation module or regex to get desired sources Mention of OpenAI models not citing references Sharing of Langchain link for QA with sources example Discussion on limitations of Langchain and need to extend chain functions Mention of LlamaIndex not having such limitations AI Models and Applications Discussion on models for aesthetic score of images Mention of ResNet and classification model for user-scored images Discussion on generating professional-level DSLR photos using AI Mention of LAMINI AI library for fine-tuning LLMs to custom domains Announcement of upcoming “Learning Transformers/NLP/ML” discussion Discussion on D-ID and SadTalker for generating content Mention of Whisper models for Hindi transcription Suggestion of Deepgram and Monster API for transcription Discussion on building generative model for legible pdf/image documents Mention of AI-generated content for social media and advertisements Request for transcription API that can handle Hindi and regional languages Miscellaneous Discussion on automating extraction of WhatsApp group data Mention of RunwayML Gen 2 and Text2Video-Zero Request for transcription API that can handle Hindi and regional languages Announcement of weekly/monthly newsletter Request for tech expert in Generative AI for Zoom meet-up Request for connections with those working on advertisements Discussion on building AI avatars and personalized content Mention of guardrails for cloned voices Discussion on building QnA over CSVs using Python code or SQL Links The description and link can be mismatched because of extraction errors.