Title: P5: I have been at Raiffeisen Bank AI Conference. [2024-11-16 Sat]
query fully
- big input information, prompt engineering, tables and
code
- user need images and structures, AI need text -
multimodal challenge.
#dailyreport #sentiment #chatbot #researchassistent #ai

Title: P2: P4: I have been at Raiffeisen Bank AI Conference. [2024-11-16 Sat]
dissemination of final analysis and trading signal

My thoughts LLM challenges:
- flexible measurement of work required to complete the #dailyreport #sentiment #chatbot #researchassistent #ai

Title: P2: P2: I have been at Raiffeisen Bank AI Conference. [2024-11-16 Sat]
and LLama-Index is poor and their interface &
dependencies are changing frequently

International news sentiment analysis. 20000 news daily.
- Steps: entity recognition, sentiment analysis LM, entity #dailyreport #sentiment #chatbot #researchassistent #ai

Title: P1: P4: I have been at Raiffeisen Bank AI Conference. [2024-11-16 Sat]
- Sentence similarity: N-gram, Embeddings, ralative position in document penalty.
- T0: Published, T+10min: download, T+30min: Sentiment
analysis, T+55min: domain expert validate and
incorporate results into final analysis, T+60min: #dailyreport #sentiment #chatbot #researchassistent #ai
Title: P3: I have been at Raiffeisen Bank AI Conference. [2024-11-16 Sat]
linking.
- Old, new: find matching sentence pairs, “what is macro
topic of the two sentences?”, “what is the difference
between the sentences in terms of macro variables?”,
Reasining table, “Given {sentence difference} what is
the shift in monetory policy stance. Use {table} as a
guide for reasoning.” -> Looser, NoChange, Tighter. #dailyreport #sentiment #chatbot #researchassistent #ai
Title: P1: P2: I have been at Raiffeisen Bank AI Conference. [2024-11-16 Sat]
- challenges:
+ all the frameworks are changing quickly
+ a lot of basic functionality is still missing
+ the code quality of major projects, such as LangChain #dailyreport #sentiment #chatbot #researchassistent #ai
Title: P2: P1: I have been at Raiffeisen Bank AI Conference. [2024-11-16 Sat]
- The search string is not necessarily the entire
question.
- correct formatting of question is important
- TDD: define the attributes of a good answer as early as
possible #dailyreport #sentiment #chatbot #researchassistent #ai
Title: P1: P1: I have been at Raiffeisen Bank AI Conference. [2024-11-16 Sat]
MIRAI and chat developers insights:
- Retain the structure of the document as well as possible
(e.g. headlines)
- Composing a sufficient prompt context is more complex
than posting the retrived results #dailyreport #sentiment #chatbot #researchassistent #ai

Title: P2: P0: I have been at Raiffeisen Bank AI Conference. [2024-11-16 Sat]
branches will be: AD, streaming videos, robotics, video
games, batteries, vehicles, space.

MIRAI: AI Research assistent architecture.
- RAG (Azure AI Search) on papers with tags. #dailyreport #sentiment #chatbot #researchassistent #ai

Title: P1: P0: I have been at Raiffeisen Bank AI Conference. [2024-11-16 Sat]
*Econimic news*
- USA and Google have most success in model development.
- Miscrosoft and Nvidia have lower costs for models
training.
- Range at atomic energy companies stock prices, next #dailyreport #sentiment #chatbot #researchassistent #ai