8000 Allow redirecting ChatInterface mid-task with `adaptive` by ahuang11 · Pull Request #7941 · holoviz/panel · GitHub
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Allow redirecting ChatInterface mid-task with adaptive #7941

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Allow redirecting ChatInterface mid-task with adaptive #7941

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demo.mp4

Inspired by https://x.com/_catwu/status/1922352915076849743

Finally: Real-time steering. Send feedback to Claude Code while it's working, without waiting for completion. Claude incorporates your input immediately, adjusting its approach based on new requirements or clarifications.

To start building out that capability to use in Lumen, I added an adaptive param in ChatInterface which allows users to continue sending messages while the first callback is still generating.

import param
import panel as pn
import asyncio
pn.extension()

async def adaptive_callback(message, user, instance):
    # Simulate a long-running response
    for i in range(5):
        await asyncio.sleep(0.5)
        instance.send(f"Step {i+1}: Processing '{message}'...", respond=False)
    return f"Completed processing: {message}"

# Enable adaptive mode for real-time interruption
ci = pn.chat.ChatInterface(
    callback=adaptive_callback,
    adaptive=True,  # Allow interrupting responses
    placeholder_text="Send follow-ups anytime to interrupt and redirect!",
    callback_exception="verbose",
    sizing_mode="stretch_both"
)
ci.show()

@ahuang11 ahuang11 requested a review from philippjfr May 22, 2025 20:51
@ahuang11 ahuang11 changed the title Allow interrupting ChatInterface mid-task with adaptive Allow redirecting ChatInterface mid-task with adaptive May 22, 2025
philippjfr
philippjfr reviewed Jun 5, 2025
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philippjfr
philippjfr reviewed Jun 5, 2025
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ahuang11
ahuang11 commented Jun 16, 2025
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ahuang11
ahuang11 commented Jun 16, 2025
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codecov bot commented Jun 16, 2025 •
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Codecov Report

Attention: Patch coverage is 97.23502% with 6 lines in your changes missing coverage. Please review.

Project coverage is 87.08%. Comparing base (bb77cc2) to head (a92fe23).

Files with missing lines Patch % Lines
panel/chat/feed.py 90.32% 6 Missing ⚠️
Additional details and impacted files 
@@            Coverage Diff             @@
##             main    #7941      +/-   ##
==========================================
+ Coverage   87.05%   87.08%   +0.03%     
==========================================
  Files         346      346              
  Lines       53464    53654     +190     
==========================================
+ Hits        46542    46725     +183     
- Misses       6922     6929       +7

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@ahuang11
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In addition to adaptive, we should have a queue mode

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