Refine professional project description and training metadata wording.

README.md

@@ -17,7 +17,7 @@ datasets:
 
 # NorthernTribe-Research/math-conjecture-model
 
-Launch multi-stage DeepSeek-Math fine-tuning on Space GPU and push adapters to your model repo.
+An autonomous DeepSeek-Math training and evaluation stack that powers multi-stage Space GPU fine-tuning, quality-gated adapter promotion, and reproducible publishing to your Hugging Face model repository.
 
 This folder contains the autonomous training/evaluation stack used by the Space and local runs.
 

configs/deepseek_math_sota.yaml

@@ -145,7 +145,7 @@ hub:
   repo_id: NorthernTribe-Research/math-conjecture-model
   private: false
   upload_stage_checkpoints: true
-  commit_message: Launch multi-stage DeepSeek-Math fine-tuning on Space GPU and push adapters to your model repo.
+  commit_message: Run autonomous multi-stage DeepSeek-Math training with post-eval quality gates and publish qualified adapters/checkpoints.
 
 credentials:
   path: huggingface-api-key.json