FlexibleIR is an AI Incident response company. We help enterprises prepare foundationally to handle cyber attacks on their AI deployments. As part of the program, we ensure that enterprises have established strong AI governance.

We provide Playbooks and TableTops to respond to malicious activity against AI systems and related data and services. These are most applicable to Enterprises deploying and operating externally developed AI systems on premises or in private cloud environments. Could be on custom LLMs.

• Basic Generative AI architecture
• SecureBERT – A cyber security domain specific model – https://arxiv.org/pdf/2204.02685

Usecase adoption strategies

• https://foundationcapital.com/applying-generative-ai-to-enterprise-use-cases-a-step-by-step-guide/
• https://generativeai.pub/an-enterprise-grade-reference-architecture-for-the-production-deployment-of-llms-using-the-rag-03022d9dc408
• https://aws.amazon.com/solutions/guidance/generative-ai-deployments-using-amazon-sagemaker-jumpstart/
• https://medium.com/@lou_10363/generative-ai-for-enterprises-15e6e2a81349
• https://www.leewayhertz.com/build-an-enterprise-ai-application/#strategy-to-adopt-while-building-an-enterprise-AI-solution
• https://medium.com/@theagipodcast/implementing-generative-ai-a-pipeline-architecture-7321e0a5cec4

Videos that make a big difference

Turing Institute –https://www.youtube.com/watch?v=2kSl0xkq2lM

https://www.isaca.org/resources/news-and-trends/isaca-podcast-library/what-enterprises-need-to-know-about-chatgpt-and-cybersecurity
https://www.youtube.com/watch?v=1eqnk71eFgA

AI RAG

Top 6 Different RAG Architectures

AI Agents

• https://dr-arsanjani.medium.com/the-anatomy-of-agentic-ai-0ae7d243d13c

https://www.youtube.com/watch?v=F8NKVhkZZWI&t=3s – AI agents

https://www.youtube.com/watch?v=pieVtTrbDBs – AI y-comb

AI in manufacturing

https://www.leewayhertz.com/generative-ai-in-manufacturing/#generative-AI-for-manufacturing-work

Generative AI in Manufacturing Industry: Use Case, Benefits & Steps

https://cloud.google.com/blog/topics/manufacturing/five-generative-ai-use-cases-for-manufacturing

https://www.mckinsey.com/capabilities/operations/our-insights/operations-blog/harnessing-generative-ai-in-manufacturing-and-supply-chains

https://www.bosch.com/stories/ai-image-recognition-production

AI use cases going Production

• Key production stack for Enterprises – https://python.plainenglish.io/tech-stack-for-production-ready-llm-applications-in-2024-5eb14105d1b4
• LLM Monitoring and Observability — A Summary of Techniques and Approaches for Responsible AI

Graph RAG

• https://towardsdatascience.com/graph-rag-a-conceptual-introduction-41cd0d431375
• https://towardsdatascience.com/graph-rag-into-production-step-by-step-3fe71fb4a98e

LLama architecture

• https://pub.towardsai.net/build-your-own-llama-3-architecture-from-scratch-using-pytorch-2ce1ecaa901c

Transformer model, its properties, and why it has been critical for generative AI

TODO

AI Data Center Networks

• https://www.youtube.com/watch?v=rVW6N-ECyq0