Transform your existing products with GenAI

Transform your existing products with GenAI

@techcelerate
@techcelerate
5 Followers
4 days ago 136

Transform your existing products with GenAI

@techcelerate4 days ago

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
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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
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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
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Agentic Approach : Platforms
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Agentic Approach : LangChain
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Agentic Approach
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Agentic Approach
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Agentic Structured Outputs
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Agentic Structured Outputs
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Agentic Approach
● Takes any unstructured data
● Applies GenAI task
● Outputs correctly 
struct…
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Agentic Approach
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Safety and Security
● Function Calling by Agents
● How safe are inputs?
● Prompt Injection
● Re…
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GenAI
● Background & Trends
● Building and Supporting Products
● Improving Product UX and Workfl…
38/69
Frontend UX
39/69
Frontend UX
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Frontend UX
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Frontend UX
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Frontend UX https://py-todo-web-axonzeta.replit.app/
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Backend Workflows
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Backend Workflows
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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
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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…
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Discussion
53/69
 Agenda
 09:00 Registration and networking
09:30 Introduction to Techcelerate by Manoj
 09:45 Tr…
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Run your own AI
with local SLMs
Google Chrome | AxonZeta
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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
~ …
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Laptop Performance
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On-Device Small Models
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● Local processing of Sensitive Data
● Snappy user experience
● Full control of AI Models
● Offl…
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In-Browser AI
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In-Browser AI
Google AI Studio
Google Vertex AI
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[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
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