Transform your existing products with GenAI
Transform your existing products with GenAI
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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
Explore the transformative potential of Generative AI to revamp existing products. Gain insights into trends, building and supporting products, UX improvements, demos, and code examples to accelerate innovation. Discover how to integrate GenAI to optimize workflows, enhance user experience, and unlock new product possibilities.
#techcelerate
#genai
#genaitools
#workshop

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![[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)
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![[AZ Product]
● Development platform for On-Device SML AI
● Prompting & Training
● Evaluation & M…](https://d2z384uprhdr6y.cloudfront.net/NOdw34CG_Ucs1vRWmtlMp2bLNsfFv2Srx955hfMVxas/rt:fill/q:100/w:1280/h:0/gravity:sm/czM6Ly9qYXVudC1wcm9kdWN0aW9uLXVwbG9hZHMvMjAyNC8xMi8xNy8yOWI0M2I1ZS0wNzJlLTQwOTgtOTY3MS0yZDVlOTg0NzliODIvc2xpZGVfNjQtbC53ZWJw.webp)
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![[AZ Product]
● Add local AI Agents to web apps
● Test with different Small Models
● Promotes pr…](https://d2z384uprhdr6y.cloudfront.net/_RsxN5MZampvNVH0Mu8QXlurPlKRQLW5zFUdnVXdkcs/rt:fill/q:100/w:1280/h:0/gravity:sm/czM6Ly9qYXVudC1wcm9kdWN0aW9uLXVwbG9hZHMvMjAyNC8xMi8xNy8yOWI0M2I1ZS0wNzJlLTQwOTgtOTY3MS0yZDVlOTg0NzliODIvc2xpZGVfNjUtbC53ZWJw.webp)
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![[AZ Product]](https://d2z384uprhdr6y.cloudfront.net/h2Lw0nr3dxuCa1Wddq3T7jjoAk0EBPP-ScAW9f-T85E/rt:fill/q:100/w:1280/h:0/gravity:sm/czM6Ly9qYXVudC1wcm9kdWN0aW9uLXVwbG9hZHMvMjAyNC8xMi8xNy8yOWI0M2I1ZS0wNzJlLTQwOTgtOTY3MS0yZDVlOTg0NzliODIvc2xpZGVfNjYtbC53ZWJw.webp)
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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
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