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AGENDA:
● Inspiration
● Some Numbers
● AI Current State
● AIRe Challenges
● AI Observability
3
@DenysVasyliev
denys-vasyliev
deadopsclub
den-vasyliev
@VasylievDenys
It’s time to talk about Reliability Engineering for AI - AIRe
INSPIRATION
The statistics show that AI is not just a fleeting trend, but a significant
technological advancement that will reshape industries globally.
NUMBERS
NUMBERS
https://drive.google.com/file/d/1gQhYT7j6b2wJmrFZHNeQgTiWPyTsjOfX/view
NUMBERS
https://drive.google.com/file/d/1gQhYT7j6b2wJmrFZHNeQgTiWPyTsjOfX/view
ChatGPT reached 100 million users just two months after
launching, making it the fastest-growing consumer internet app
ever. With rate about 590 million visits from 100 million unique
visitors per month. Similarweb
Auto-GPT
CURRENT STATE
CHALLENGES
Mojo
Agents
LLM
Transformers
LangChain
FinOps
SecOps
MlOps
API-Integrations
Reliability
Observability
AI Runtime
Performance
Build / Buy / Open Source
Deployment and Scaling
Latency and Performance
Cost and Resource Management
Legal and Data Protection
Security and Data Poisoning
Application:
- Workload
- Deployment strategy
- Size and Resources
Infrastructure:
- Hardware
- Networking
- Storage
Observability:
- Metrics
- Storage
- Recovery
Security:
- Data Protection
- Data Poisoning
Performance:
- Monitoring
- Tuning
- Optimisation
https://colab.research.google.com/gist/den-vasyliev/ef87f1514c5da4ba63e03fcfa24a3d6f/langchain_agent_tracing_tutorial.ipynb
DEMO
"AIRe - AI Reliability Engineering", Denys Vasyliev

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