imbajin opened a new pull request, #389:
URL: https://github.com/apache/hugegraph-ai/pull/389

   ## Before → After
   
   The LLM application rejects Python 3.12 and workspace-wide constraints keep 
provider and numerical dependencies on older versions. This change makes Python 
3.12 the minimum supported runtime, supports Python 3.12–3.14, and moves 
compatible dependency ranges into their owning packages.
   
   It updates the Gradio and MCP integrations, repairs editable provider 
settings and queued document input handling, preserves threaded model 
cancellation/cleanup, and aligns CI and Docker defaults. The separate ML 
project is not upgraded.
   
   ## Validation boundaries
   
   The source PR reports unit/contract suites on all three Python versions, 
package isolation checks, Docker smoke, browser interactions with a real 
HugeGraph database, and a FastMCP STDIO/Inspector check. Model calls used a 
deterministic local fixture, not an external provider account. Full-application 
type checking remains advisory, with explicit skips and compatibility bounds 
documented in the source PR. These author-reported checks are not independent 
ASF acceptance; upstream CI runs separately.
   
   Source PR, detailed validation and existing screenshots: 
https://github.com/hugegraph/hugegraph-ai/pull/85
   


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