Fun surprise: DeepSeek used my open-perfectblend dataset to train their new DSpark drafter Time to promote it again! It's an open-source reproduction of "The Perfect Blend" paper. If you ever need >1M diverse prompts in math, chat, and code, it does the job.
DATA
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Reuse of Chat, Math, Code categories in open-perfectblend dataset
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Wow, they really reused the three main categories Chat / Math / Code as well https://
huggingface.co/datasets/mlabo
nne/open-perfectblend
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Fine-tuning and structured decoding for data extraction
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Yes, for data extraction, I recommend fine-tuning it for your use case (TRL or Unsloth) + using structured decoding (
@dottxtai
) during inference. We'll release something on this topic very soon! -
Isolation by design for secure agent operations
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The solution is isolation by design. → Research agent: can browse the web, cannot touch private data
→ Action agent: can access sensitive tools, has no internet
→ Credentials: stored in a vault, agents use them without seeing secrets
→ Sensitive actions: trigger a human -

AI Agent Tech Stack Explained with Key Technologies and Tools
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The AI Agent Tech Stack Explained! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #LLM #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode
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Machine Learning Credit Risk Classifier from Raw Data to Approval Prediction
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Machine Learning with Python! A Credit Risk Classifier: From Raw Data to Approval Prediction! The Benefit of an Excellent 820 Credit Score! What You Need to Know! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #LLM #IoT #IIoT #PyTorch #Python #RStats #TensorFlow
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Prediction of Cysteine Using Deep Learning Framework
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Prediction of Cysteine Based on Deep Learning Framework! #BigData #Analytics #DataScience #AI #MachineLearning #IoT #IIoT #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode
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LLM as Arbiter in Retrieval-Augmented Generation
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An LLM as arbiter in RAG! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #LLM #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode
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Deep Dive into Machine Learning
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Deep Dive into Machine Learning. #BigData #Analytics #DataScience #AI #MachineLearning #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode https://
geni.us/Types-of-ML-Le
arning
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