Transform your existing products with GenAI
AI Summary
Key Insights
- The document discusses transforming existing products with Generative AI (GenAI).
- It covers background and trends, building/supporting products, improving product UX and workflows, and provides demos and code examples.
- The document also mentions GenAI training, performance, costs, and open models. Additionally, it touches on agentic approaches, safety, and security.
- Further topics include Frontend and Backend workflows, Multi-Agent Systems, On-Device Small Models (SLMs), and in-browser AI.
#Techcelerate#Genai#Genaitools#Workshop






























































![[AZ Product]
Cross Device
Custom Models](https://d2z384uprhdr6y.cloudfront.net/CzbGldHZcBNhaWBI273r_y661KsxrZKxs5S_XVhtC34/rt:fill/q:100/w:1280/h:0/gravity:sm/czM6Ly9qYXVudC1wcm9kdWN0aW9uLXVwbG9hZHMvMjAyNC8xMi8xNy8yOWI0M2I1ZS0wNzJlLTQwOTgtOTY3MS0yZDVlOTg0NzliODIvc2xpZGVfNjMtbC53ZWJw.webp)
![[AZ Product]
● Development platform for On-Device SML AI
● Prompting & Training
● Evaluation & Monitoring
● Leverage multiple SLMs
● Works across all Browsers](https://d2z384uprhdr6y.cloudfront.net/NOdw34CG_Ucs1vRWmtlMp2bLNsfFv2Srx955hfMVxas/rt:fill/q:100/w:1280/h:0/gravity:sm/czM6Ly9qYXVudC1wcm9kdWN0aW9uLXVwbG9hZHMvMjAyNC8xMi8xNy8yOWI0M2I1ZS0wNzJlLTQwOTgtOTY3MS0yZDVlOTg0NzliODIvc2xpZGVfNjQtbC53ZWJw.webp)
![[AZ Product]
● Add local AI Agents to web apps
● Test with different Small Models
● Promotes private, free, local AI
● User still in charge
● Combine with Hybrid on-cloud or on-prem](https://d2z384uprhdr6y.cloudfront.net/_RsxN5MZampvNVH0Mu8QXlurPlKRQLW5zFUdnVXdkcs/rt:fill/q:100/w:1280/h:0/gravity:sm/czM6Ly9qYXVudC1wcm9kdWN0aW9uLXVwbG9hZHMvMjAyNC8xMi8xNy8yOWI0M2I1ZS0wNzJlLTQwOTgtOTY3MS0yZDVlOTg0NzliODIvc2xpZGVfNjUtbC53ZWJw.webp)
![[AZ Product]](https://d2z384uprhdr6y.cloudfront.net/h2Lw0nr3dxuCa1Wddq3T7jjoAk0EBPP-ScAW9f-T85E/rt:fill/q:100/w:1280/h:0/gravity:sm/czM6Ly9qYXVudC1wcm9kdWN0aW9uLXVwbG9hZHMvMjAyNC8xMi8xNy8yOWI0M2I1ZS0wNzJlLTQwOTgtOTY3MS0yZDVlOTg0NzliODIvc2xpZGVfNjYtbC53ZWJw.webp)



Transform your existing products with GenAI
- 1. Transform your existing products with GenAI Rhys Jones rhys@axonzeta.ai Monday 14th October 2024
- 2. GenAI ● Background & Trends ● Building and Supporting Products ● Improving Product UX and Workflows ● Demos & Code ● Discussion
- 3. GenAI Growth
- 4. GenAI Providers Transformers vs other paradigms in Foundation Models stateof.ai 2024
- 5. GenAI Training Karpathy: https://www.youtube.com/watch?v=zjkBMFhNj_g
- 6. GenAI Performance stateof.ai 2024
- 7. 2023 100x drop! 2024 GenAI Costs 60x drop! 2023 2024 stateof.ai 2024
- 8. GenAI Open Models stateof.ai 2024
- 9. GenAI : NN Predicting Next Word Karpathy: https://www.youtube.com/watch?v=zjkBMFhNj_g
- 10. GenAI ● Background & Trends ● Building and Supporting Products ● Improving Product UX and Workflows ● Demos & Code ● Discussion
- 11. Building and Supporting Products ● Software Engineering ● Support ● Sales ● Marketing
- 12. ICONIQ: State of AI 2024
- 13. ICONIQ: State of AI 2024
- 14. ICONIQ: State of AI 2024
- 15. ICONIQ: State of AI 2024
- 16. GenAI Tools ● Replit: AI Coding ● NotebookML : Research, Q&A,(Podcasts!) ● NapkinAI : Documentation, Diagrams ● DifyAI : Custom Support Agents ● SciPhi : RAG Tools ● Synthesia : Product Video Generation ● BrainBox / ChatGPT : of course…
- 17. GenAI ● Background & Trends ● Building and Supporting Products ● Improving Product UX and Workflows ● Demos & Code ● Discussion
- 18. Improving Product UX and Workflows
- 19. Improving Product UX and Workflows
- 20. Discoverability & Search ● Semantic Search ● Vector Stores ● RAG : Retrieval Augmented Generation ● Chatbot Assistants for your Product
- 21. Discoverability & Search
- 22. Discoverability & Search
- 23. Discoverability & Search
- 24. Discoverability & Search
- 25. Discoverability & Search
- 26. Improving Product UX and Workflows
- 27. ChatGPT Approach
- 28. Agentic Approach
- 29. Agentic Approach : Platforms
- 30. Agentic Approach : LangChain
- 31. Agentic Approach
- 32. Agentic Approach
- 33. Agentic Structured Outputs
- 34. Agentic Structured Outputs
- 35. Agentic Approach ● Takes any unstructured data ● Applies GenAI task ● Outputs correctly structured data
- 36. Agentic Approach
- 37. Safety and Security ● Function Calling by Agents ● How safe are inputs? ● Prompt Injection ● Restrict Function scopes ● Supervisor Agents ● Use JSON not Functions
- 38. GenAI ● Background & Trends ● Building and Supporting Products ● Improving Product UX and Workflows ● Demos & Code ● Discussion
- 39. Frontend UX
- 40. Frontend UX
- 41. Frontend UX
- 42. Frontend UX
- 43. Frontend UX https://py-todo-web-axonzeta.replit.app/
- 44. Backend Workflows
- 45. Backend Workflows
- 46. Backend Workflows https://ab-test-analyzer-axonzeta.replit.app/
- 47. Multi Agent Systems ● Agents work well with other Agents ● Some Agents DO others DECIDE and ROUTE
- 48. Multi Agent System Example
- 49. Multi Agent System Example
- 50. Multi Agent System Example 0161 524 9240
- 51. GenAI ● Background & Trends ● Building and Supporting Products ● Improving Product UX and Workflows ● Demos & Code ● Discussion
- 52. Agenda 09:00 Registration and networking 09:30 Introduction to Techcelerate by Manoj 09:45 Transform your existing product by adding GenAI to automate user workflows, improve features and enhance UX (beyond just chatbots!) - by Rhys 10:30 Interactive discussion with Techcelerate companies to understand and explore how they plan on adding AI to their products - Rhys and facilitated by Manoj 11:00 Learn about AxonZeta and Google Chrome's new on-device AI, giving you a cost-free, easy-to-use LLM runtime for your Web Apps - by Rhys 11:30 Breaking the barriers in your tech startup journey - by Manoj 12:00 Networking
- 53. Discussion
- 54. Agenda 09:00 Registration and networking 09:30 Introduction to Techcelerate by Manoj 09:45 Transform your existing product by adding GenAI to automate user workflows, improve features and enhance UX (beyond just chatbots!) - by Rhys 10:30 Interactive discussion with Techcelerate companies to understand and explore how they plan on adding AI to their products - Rhys and facilitated by Manoj 11:00 Learn about AxonZeta and Google Chrome's new on-device AI, giving you a cost-free, easy-to-use LLM runtime for your Web Apps - by Rhys 11:30 Breaking the barriers in your tech startup journey - by Manoj 12:00 Networking
- 55. Run your own AI with local SLMs Google Chrome | AxonZeta
- 56. LLMs and SLMs ● Large Language Models ○ Typically > 70B parameters ○ GPT4 estimated to be 1,760B params ● Small Language Models ○ Typically < 20B parameters ○ Quantized to e.g. 4 Bits per param
- 57. Small Model Performance Phi 3.5 3.8B parameters ~ 7.7GB memory Quantized to 4 bits / param ~ 2GB memory
- 58. Laptop Performance
- 59. On-Device Small Models
- 60. ● Local processing of Sensitive Data ● Snappy user experience ● Full control of AI Models ● Offline AI use ● Change in economic model ○ User already has the resource ○ No extra “$20/month for our AI!” On Device SML Benefits
- 61. In-Browser AI
- 62. In-Browser AI Google AI Studio Google Vertex AI
- 63. [AZ Product] Cross Device Custom Models
- 64. [AZ Product] ● Development platform for On-Device SML AI ● Prompting & Training ● Evaluation & Monitoring ● Leverage multiple SLMs ● Works across all Browsers
- 65. [AZ Product] ● Add local AI Agents to web apps ● Test with different Small Models ● Promotes private, free, local AI ● User still in charge ● Combine with Hybrid on-cloud or on-prem
- 66. [AZ Product]
- 67. Run your own AI with local SLMs Google Chrome | AxonZeta
- 68. Agenda 09:00 Registration and networking 09:30 Introduction to Techcelerate by Manoj 09:45 Transform your existing product by adding GenAI to automate user workflows, improve features and enhance UX (beyond just chatbots!) - by Rhys 10:30 Interactive discussion with Techcelerate companies to understand and explore how they plan on adding AI to their products - Rhys and facilitated by Manoj 11:00 Learn about AxonZeta and Google Chrome's new on-device AI, giving you a cost-free, easy-to-use LLM runtime for your Web Apps - by Rhys 11:30 Breaking the barriers in your tech startup journey - by Manoj 12:00 Networking
- 69. Networking