Transform your existing products with GenAI

Transform your existing products with GenAI

@techcelerate
@techcelerate
6 Followers
3 months ago 382
AI Summary
Bulleted
Text
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
Transform your 
existing products 
with GenAI
Rhys Jones
rhys@axonzeta.ai
Monday 14th October …
1/69
GenAI
● Background & Trends
● Building and Supporting Products
● Improving Product UX and Workfl…
2/69
GenAI Growth
3/69
GenAI Providers
Transformers vs other paradigms in Foundation Models
stateof.ai 2024
4/69
GenAI Training
Karpathy: https://www.youtube.com/watch?v=zjkBMFhNj_g
5/69
GenAI Performance
stateof.ai 2024
6/69
2023
100x drop!
2024
GenAI Costs
60x drop!
2023 2024
stateof.ai 2024
7/69
GenAI Open Models
stateof.ai 2024
8/69
GenAI : NN Predicting Next Word
Karpathy: https://www.youtube.com/watch?v=zjkBMFhNj_g
9/69
GenAI
● Background & Trends
● Building and Supporting Products
● Improving Product UX and Workfl…
10/69
Building and Supporting Products
● Software Engineering
● Support 
● Sales
● Marketing
11/69
ICONIQ: State of AI 2024
12/69
ICONIQ: State of AI 2024
13/69
ICONIQ: State of AI 2024
14/69
ICONIQ: State of AI 2024
15/69
GenAI Tools
● Replit: AI Coding
● NotebookML : Research, Q&A,(Podcasts!)
● NapkinAI : Documentat…
16/69
GenAI
● Background & Trends
● Building and Supporting Products
● Improving Product UX and Workfl…
17/69
Improving Product UX and Workflows
18/69
Improving Product UX and Workflows
19/69
Discoverability & Search
● Semantic Search
● Vector Stores
● RAG : Retrieval Augmented Generatio…
20/69
Discoverability & Search
21/69
Discoverability & Search
22/69
Discoverability & Search
23/69
Discoverability & Search
24/69
Discoverability & Search
25/69
Improving Product UX and Workflows
26/69
ChatGPT Approach
27/69
Agentic Approach
28/69
Agentic Approach : Platforms
29/69
Agentic Approach : LangChain
30/69
Agentic Approach
31/69
Agentic Approach
32/69
Agentic Structured Outputs
33/69
Agentic Structured Outputs
34/69
Agentic Approach
● Takes any unstructured data
● Applies GenAI task
● Outputs correctly 
struct…
35/69
Agentic Approach
36/69
Safety and Security
● Function Calling by Agents
● How safe are inputs?
● Prompt Injection
● Re…
37/69
GenAI
● Background & Trends
● Building and Supporting Products
● Improving Product UX and Workfl…
38/69
Frontend UX
39/69
Frontend UX
40/69
Frontend UX
41/69
Frontend UX
42/69
Frontend UX https://py-todo-web-axonzeta.replit.app/
43/69
Backend Workflows
44/69
Backend Workflows
45/69
Backend Workflows https://ab-test-analyzer-axonzeta.replit.app/
46/69
Multi Agent Systems
● Agents work well with other Agents
● Some Agents DO others DECIDE and ROUTE
47/69
Multi Agent System Example
48/69
Multi Agent System Example
49/69
Multi Agent System Example
0161 524 9240
50/69
GenAI
● Background & Trends
● Building and Supporting Products
● Improving Product UX and Workfl…
51/69
 Agenda
 09:00 Registration and networking
09:30 Introduction to Techcelerate by Manoj
 09:45 Tr…
52/69
Discussion
53/69
 Agenda
 09:00 Registration and networking
09:30 Introduction to Techcelerate by Manoj
 09:45 Tr…
54/69
Run your own AI
with local SLMs
Google Chrome | AxonZeta
55/69
LLMs and SLMs
● Large Language Models
○ Typically > 70B parameters
○ GPT4 estimated to be 1,760B…
56/69
Small Model Performance
Phi 3.5
3.8B parameters
~ 7.7GB memory
Quantized
to 4 bits / param
~ …
57/69
Laptop Performance
58/69
On-Device Small Models
59/69
● Local processing of Sensitive Data
● Snappy user experience
● Full control of AI Models
● Offl…
60/69
In-Browser AI
61/69
In-Browser AI
Google AI Studio
Google Vertex AI
62/69
[AZ Product]
Cross Device
Custom Models
63/69
[AZ Product]
● Development platform for On-Device SML AI
● Prompting & Training
● Evaluation & M…
64/69
[AZ Product]
● Add local AI Agents to web apps
● Test with different Small Models 
● Promotes pr…
65/69
[AZ Product]
66/69
Run your own AI
with local SLMs
Google Chrome | AxonZeta
67/69
 Agenda
 09:00 Registration and networking
09:30 Introduction to Techcelerate by Manoj
 09:45 Tr…
68/69
Networking
69/69

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


  • Previous
  • Next
  • f Fullscreen
  • esc Exit Fullscreen
@techcelerate

Share

Transform your existing products with GenAI

Embed code

Report Inappropriate Content on Jaunt

Choose the reason you are reporting: Transform your existing products with GenAI as inappropriate to Jaunt's content team.


Swipe LEFT
to view Related

Scroll DOWN
to read doc

Cookies to automatically collect, record, and share information about your interactions with our site for analytics purposes.
Cookies used to enable advertising on our site.

Login

OR

Forgot password?

Don't have an account? Sign Up