mineru-4.0.8-released v0.77.0

medium risk

QwenLM/Qwen3-VLSep 27, 2026 → Sep 28, 20261 day between releases

What's New

MinerU 4.0.8 adds native PDF kernel; Mesh-LLM 0.77.0 adds Skippy certification and payments engine.

Breaking Changes

  • docvortex dependency upgraded from 0.4.x to 0.5.x in MinerU

New Features

  • Native PDF kernel for improved performance in MinerU
  • Skippy llama family certification in Mesh-LLM
  • In-process payments engine in Mesh-LLM
  • Native MTP generation support in Mesh-LLM
  • GPU memory planning and auto-join in Mesh-LLM

Improvements

  • Cross-window reuse of document render sessions in MinerU
  • Runtime termination signal handling in Mesh-LLM
  • Graph-derived stage filtering in Mesh-LLM

Bug Fixes

  • Recover llama family certification in Mesh-LLM
  • Add draft fallback for N-gram misses in Mesh-LLM

Upgrade Notes

MinerU requires docvortex >= 0.5.2; Mesh-LLM introduces new runtime signal handling and payments engine features.

The Two Releases

mineru-4.0.8-released

MinerU 4.0.8

Sep 27, 2026· 24 days ago

This release focuses on performance improvements for PDF processing by introducing a native kernel that reuses document render sessions and text snapshots across analysis windows.

Full release notes
v0.77.0

v0.77.0

Sep 28, 2026· 24 days ago

Updates to the Mesh-LLM runtime focusing on Skippy certification, a new in-process payments engine, and runtime signal handling improvements.

Full release notes