updated the latestcontent of:

use llm from chains.py as universal AI agent.

11.11.27.77

11.11.27.77 major update

code optimizatio, remove unused function, ui object and added update for study page dropdon update after refresh.

Major backend_update

7.8.19.49 incorporated the post process for Futable

9.9.24.77 update the overview sequence

9.9.24.76 removed the table extraction feature.

9.9.24.74 updated the async function terminal

9.9.24.73 updated the add_article method

9.9.23.71 updated llm initialization with openai api key in gen_segments and execute_concurrent.

9.9.23.70 updated features.py to include openai api key for async get_segments.

9.9.23.68 revise and correction as per email

9.9.22.67 mass update of the application

8.7,19,50

7.7.18.49 updated the application.py and features.py for including existing table extraction and remove anything from article after discussion session. updated the interface to allow unequal heights of components and added original tables in study page.

6.5.16.44 updated the ui and added backend loading.

5.4.15.43 minor update of report section title style and clean away unused variables in application.py

5.4.15.42 combined chatgpt-turbo-16k and search term prompt identification feature. additionally aligned with the cloud data structure for seperation of fields and prompts, added ai formating instruction and simlified ui.

4.3.14.41 touchup on the code for output result debugging and create_details markdown table format syntax change.

4.3.14.40 updated output['output'] format from list to dictionary.

3.3.11.32 updated the ui_device and ui_study for better visual comprehension.

2.3.11.32 updated features, completed process_study as the one stroke process for clinical report, completed create_overview, create_details for markdown ui content population, completed the select_prompts process to align with the prompt selection logic as per prior meetings (notion to be added in the spec at later day).

2.2.8.23 multiple features for clinical study process.

1.2.4.13 added ui_study.py, features.py and revised app.py and application.py