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C4: Container, Code, Cloud & Context

Designing intelligent systems, one layer at a time. ~ Nithin Mohan T K

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C4: Container, Code, Cloud & Context

Designing intelligent systems, one layer at a time. ~ Nithin Mohan T K

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Category: Tips and Tricks

Tips and Tricks – Cache LLM Responses for Cost Reduction

Posted on December 19, 2025 by Nithin Mohan TK 2 min read

Implement semantic caching to avoid redundant LLM calls and reduce API costs.

Read more โ†’
Posted in Artificial Intelligence(AI), Emerging Technologies, Tips and TricksTagged AI, LLM, Machine Learning, machine-learning, ml, tips-and-tricks

Tips and Tricks – Implement Prompt Templates for Consistent LLM Output

Posted on December 17, 2025 by Nithin Mohan TK 6 min read

Use structured prompt templates to get reliable, formatted responses from LLMs.

Read more โ†’
Posted in Artificial Intelligence(AI), Emerging Technologies, Tips and TricksTagged AI, LLM, Machine Learning, machine-learning, ml, Prompt Engineering, tips-and-tricks

Tips and Tricks – Use Embeddings for Semantic Search

Posted on December 15, 2025 by Nithin Mohan TK 10 min read

Implement semantic search using text embeddings for more relevant results than keyword matching.

Read more โ†’
Posted in Artificial Intelligence(AI), Emerging Technologies, Tips and TricksTagged AI, data-engineering, ETL, Machine Learning, ml, Semantic Search, SQL, Streaming, tips-and-tricks, Vector Database

Tips and Tricks – Use dbt for Maintainable Data Transformations

Posted on December 13, 2025 by Nithin Mohan TK 10 min read

Build modular, tested, documented data transformations with dbt.

Read more โ†’
Posted in Emerging Technologies, Tips and TricksTagged AI, Data Engineering, data-engineering, ETL, Machine Learning, ml, SQL, Streaming, tips-and-tricks

Tips and Tricks – Partition Large Tables for Query Performance

Posted on December 11, 2025 by Nithin Mohan TK 10 min read

Use table partitioning to dramatically speed up queries on large datasets.

Read more โ†’
Posted in Emerging Technologies, Tips and TricksTagged Data Engineering, data-engineering, ETL, SQL, Streaming, tips-and-tricks

Tips and Tricks – Use Window Functions for Running Calculations

Posted on December 7, 2025 by Nithin Mohan TK 11 min read

Calculate running totals, rankings, and moving averages efficiently with SQL window functions.

Read more โ†’
Posted in Emerging Technologies, Tips and TricksTagged Architecture, best-practices, Data Engineering, design-patterns, SQL, tips-and-tricks

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A developer blog exploring the intersection of code, cloud technologies, and the context that makes them meaningful. Sharing insights, tutorials, and perspectives on modern software development, cloud architecture, and the ever-evolving tech landscape.

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