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@JCWD123 JCWD123 commented Nov 30, 2025

…ture

Introduced a hybrid generation pipeline to optimize for both model capability and stability:

  1. Dual-Track System:

    • Added ModelCapabilityDiscriminator to automatically detect model strength (e.g., gemini3-pro-preview vs qwen2.5-7b-instruct-1m).
    • Implemented FastChapterGenerationNode for strong models, enabling stateful, continuous generation with global context.
    • Retained the original divide-and-conquer strategy as a "Safe Lane" for weaker models or fallbacks.
  2. Real-time Supervision:

    • Introduced StreamSupervisor with sliding window validation to monitor generation quality in real-time.
    • Added mechanisms to detect repetition loops and format collapses during long-context generation.
  3. Adaptive Fallback:

    • Updated ReportAgent to dynamically switch tracks.
    • Implemented automatic fallback to Safe Lane if the Fast Track encounters critical errors.

…ture

Introduced a hybrid generation pipeline to optimize for both model capability and stability:

1. Dual-Track System:
   - Added `ModelCapabilityDiscriminator` to automatically detect model strength (e.g., gemini3-pro-preview vs qwen2.5-7b-instruct-1m).
   - Implemented `FastChapterGenerationNode` for strong models, enabling stateful, continuous generation with global context.
   - Retained the original divide-and-conquer strategy as a "Safe Lane" for weaker models or fallbacks.

2. Real-time Supervision:
   - Introduced `StreamSupervisor` with sliding window validation to monitor generation quality in real-time.
   - Added mechanisms to detect repetition loops and format collapses during long-context generation.

3. Adaptive Fallback:
   - Updated `ReportAgent` to dynamically switch tracks.
   - Implemented automatic fallback to Safe Lane if the Fast Track encounters critical errors.
@dosubot dosubot bot added size:XL This PR changes 500-999 lines, ignoring generated files. improvement New feature or request labels Nov 30, 2025
HKLHaoBin added a commit to HKLHaoBin/BettaFish that referenced this pull request Nov 30, 2025
@666ghj
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666ghj commented Jan 2, 2026

很棒的idea,我们现在来看一下!

@666ghj 666ghj self-requested a review January 2, 2026 18:16
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3 participants