--- title: "Samiksha Kolhe (@AInaut) | Hashnode" description: "Data Scientist, Passionate About AI and ML, Learning to convert perception into reality using AI. Read the latest articles by Samiksha Kolhe on Hashnode." url: "https://hashnode.com/@AInaut" --- @AInaut # Samiksha Kolhe @AInaut · Nashik, India · Joined January 2023 Data Scientist, Passionate About AI and ML, Learning to convert perception into reality using AI ### [Eval First Development: Ship Robust AI Products at Scale](https://teckbakers.hashnode.dev/eval-first-approach?utm_source=hashnode&utm_medium=feed) Hello Techies👋! I’m Samiksha, Hope you all are doing amazing stuff. I’m back with Another Super trendy shift in building Agentic AI products i.e Eval first Thinking. Everyone nowadays talking about LLM-as-Judge for evaluating the Stochastic Agents o... 22 min read · [teckbakers.hashnode.dev](https://teckbakers.hashnode.dev/eval-first-approach?utm_source=hashnode&utm_medium=feed) [Dec 24, 2025](https://hashnode.com/posts/eval-first-approach/694be26869ca7b341b89aa95) ### [Beyond Transformers: Architectural Innovations Behind the Most Powerful LLMs](https://teckbakers.hashnode.dev/beyond-transformers-architectural-innovations-behind-the-most-powerful-llms?utm_source=hashnode&utm_medium=feed) Hello Techies 👋Hope you’re building something awesome!I’m back with another deep-dive article on cutting-edge LLM architectures, where we explore and compare the design philosophies and innovations behind today’s flagship models — DeepSeek-V3, Gemma... 20 min read · [teckbakers.hashnode.dev](https://teckbakers.hashnode.dev/beyond-transformers-architectural-innovations-behind-the-most-powerful-llms?utm_source=hashnode&utm_medium=feed) [Dec 20, 2025](https://hashnode.com/posts/beyond-transformers-architectural-innovations-behind-the-most-powerful-llms/69469607e4f2e10ed35aa1ae) ### [AI Engineering: Fundamental Code Practices To Built a Production Ready AI Applications](https://teckbakers.hashnode.dev/ai-engineering-fundamental-code-practices-to-built-a-production-ready-ai-applications?utm_source=hashnode&utm_medium=feed) Hello Techies👋! I’m Samiksha, Hope you all are doing amazing stuff. Welcome to another blog about building a package code which can easily be shipped from POC to production. This blog is a practical extension of the project “AI Consultant hybrid-rag... 16 min read · [teckbakers.hashnode.dev](https://teckbakers.hashnode.dev/ai-engineering-fundamental-code-practices-to-built-a-production-ready-ai-applications?utm_source=hashnode&utm_medium=feed) [Aug 31, 2025](https://hashnode.com/posts/ai-engineering-fundamental-code-practices-to-built-a-production-ready-ai-applications/68b438b4b3323b9c1bcb3c39) ### [AI Engineering: Deploy Streamlit application to AWS ECS & Automated CICD with Github actions](https://teckbakers.hashnode.dev/deploy-streamlit-application-to-aws-ecs-and-cicd-with-github-actions?utm_source=hashnode&utm_medium=feed) Hello Techies👋! I’m Samiksha, Hope you all are doing amazing stuff. I’m back with another blog about the Best MLOps practices for an AI Engineering. Today I’m going to cover the Deployment Stratergy for your AI Chatbot Application i.e. This Article ... 11 min read · [teckbakers.hashnode.dev](https://teckbakers.hashnode.dev/deploy-streamlit-application-to-aws-ecs-and-cicd-with-github-actions?utm_source=hashnode&utm_medium=feed) [Aug 30, 2025](https://hashnode.com/posts/deploy-streamlit-application-to-aws-ecs-and-cicd-with-github-actions/68b325608c7374fe5fa58c9b) ### [AI Engineering: Serverless FastAPI deployment with AWS ECR & AWS Lambda](https://teckbakers.hashnode.dev/serverless-fastapi-deployment-with-aws-ecr-and-aws-lambda?utm_source=hashnode&utm_medium=feed) Hello Techies👋! I’m Samiksha, Hope you all are doing amazing stuff. I’m back with another blog about Best MLOps practices for AI Engineering, Today I’m going to cover the Deployment Stratergy for your AI Application i.e. This Article covers Step by ... 9 min read · [teckbakers.hashnode.dev](https://teckbakers.hashnode.dev/serverless-fastapi-deployment-with-aws-ecr-and-aws-lambda?utm_source=hashnode&utm_medium=feed) [Aug 28, 2025](https://hashnode.com/posts/serverless-fastapi-deployment-with-aws-ecr-and-aws-lambda/68b0a3df0d7ff5570820fdab)