enhance(console): support llm chat page

[jialeicui]

Description

chat.mp4

Modules

• UI
• Controller
• Agent
• Client
• Python-SDK
• Others

Checklist

• run code format and lint check
• add unit test
• add necessary doc

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Comparison is base (4497e3f) 82.71% compared to head (e569111) 91.91%.
Report is 4 commits behind head on main.

Additional details and impacted files

@@             Coverage Diff              @@
##               main    #3016      +/-   ##
============================================
+ Coverage     82.71%   91.91%   +9.20%     
============================================
  Files           557      126     -431     
  Lines         30426    15036   -15390     
  Branches       1831        0    -1831     
============================================
- Hits          25167    13821   -11346     
+ Misses         4449     1215    -3234     
+ Partials        810        0     -810     

Flag	Coverage Δ
console	?
controller	?
standalone	91.91% <ø> (-0.06%)	⬇️
unittests	91.91% <ø> (+0.22%)	⬆️

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