21 articles

📰 Dev.to · Shreekansha

Articles from Dev.to · Shreekansha · 21 articles · Updated every 3 hours · View all reads

All ⚡ AI Lessons (9011) ArXiv cs.AIDev.to · FORUM WEBForbes InnovationOpenAI NewsDev.to AIHugging Face Blog
Human-in-the-Loop Evaluation Systems for GenAI Platforms
Dev.to · Shreekansha 3w ago
Human-in-the-Loop Evaluation Systems for GenAI Platforms
While automated evaluation pipelines and synthetic datasets provide scale, human-in-the-loop (HITL)...
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Synthetic Data Generation for AI Testing
Dev.to · Shreekansha 1mo ago
Synthetic Data Generation for AI Testing
For engineering teams building production Generative AI, the primary bottleneck in achieving high...
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Automated Test Suites for AI Applications
Dev.to · Shreekansha 1mo ago
Automated Test Suites for AI Applications
For senior engineers, the transition from building a demo to a production AI application is marked by...
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Building Evaluation Pipelines for GenAI Systems
Dev.to · Shreekansha 1mo ago
Building Evaluation Pipelines for GenAI Systems
For engineers moving beyond simple prompts, the biggest challenge is not building the system, but...
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The Architecture of a Production-Grade GenAI Platform
Dev.to · Shreekansha 1mo ago
The Architecture of a Production-Grade GenAI Platform
For senior architects, transitioning a Generative AI project from a "heroic" prototype to a...
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Designing Model Ensembles in GenAI Platforms
Dev.to · Shreekansha 1mo ago
Designing Model Ensembles in GenAI Platforms
The Limitations of the Monolithic Model Approach In the early stages of Generative AI adoption, the...
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Evaluating GenAI Systems Beyond Accuracy: A Production Guide
Dev.to · Shreekansha 1mo ago
Evaluating GenAI Systems Beyond Accuracy: A Production Guide
The Fallacy of Accuracy in Generative Systems In traditional machine learning, accuracy is a...
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Designing Self-Optimizing GenAI Pipelines in Production Systems
Dev.to · Shreekansha 1mo ago
Designing Self-Optimizing GenAI Pipelines in Production Systems
The Definition of a Self-Optimizing GenAI System A self-optimizing GenAI system is a closed-loop...
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Adaptive RAG Depth Control: Dynamically Optimizing Retrieval for Cost and Quality
Dev.to · Shreekansha 1mo ago
Adaptive RAG Depth Control: Dynamically Optimizing Retrieval for Cost and Quality
What RAG Depth Means Beyond Top-k In a naive RAG implementation, depth is defined as the fixed...
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RAG Anti-Patterns in Production: What Breaks and Why
Dev.to · Shreekansha 1mo ago
RAG Anti-Patterns in Production: What Breaks and Why
Retrieval-Augmented Generation (RAG) is often presented as a simple three-step process: embed,...
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Scaling Generative AI Systems: Architecture, Reliability, and Production Patterns
Dev.to · Shreekansha 1mo ago
Scaling Generative AI Systems: Architecture, Reliability, and Production Patterns
A comprehensive guide to building resilient, high-throughput AI infrastructure. Scaling a Generative...
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Engineering-Grade Strategies for Hallucination Prevention in GenAI Systems
Dev.to · Shreekansha 2mo ago
Engineering-Grade Strategies for Hallucination Prevention in GenAI Systems
A definitive guide to architecting factual reliability and validation into AI applications. In the...
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Production-Grade Cost Control Strategies for Generative AI Systems
Dev.to · Shreekansha 2mo ago
Production-Grade Cost Control Strategies for Generative AI Systems
A comprehensive guide to architecting economically sustainable AI applications. In the early stages...
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Building a Simple “Chat with Your Documents” GenAI App (End-to-End)
Dev.to · Shreekansha 2mo ago
Building a Simple “Chat with Your Documents” GenAI App (End-to-End)
*A minimal, practical walkthrough of retrieval, reasoning, and response generation. * Most developers...
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Why GenAI Apps Feel Slow (And How Developers Actually Fix It)
Dev.to · Shreekansha 2mo ago
Why GenAI Apps Feel Slow (And How Developers Actually Fix It)
Latency, cost, and performance bottlenecks explained with simple examples. In traditional web...
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Vector Databases for Developers (With a Simple Python Example)
Dev.to · Shreekansha 2mo ago
Vector Databases for Developers (With a Simple Python Example)
Why embeddings matter and how modern AI systems search meaning, not keywords. For decades, software...
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How Real-World GenAI Systems Are Designed (With a Simple Python Example)
Dev.to · Shreekansha 2mo ago
How Real-World GenAI Systems Are Designed (With a Simple Python Example)
From user input to AI response — a practical breakdown of modern GenAI architecture. When developers...
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Retrieval-Augmented Generation (RAG) Explained with a Simple Python Example
Dev.to · Shreekansha 2mo ago
Retrieval-Augmented Generation (RAG) Explained with a Simple Python Example
How modern AI systems combine search and generation to produce better answers. In the world of...
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AI Agents : How Modern GenAI Systems Actually Work
Dev.to · Shreekansha 2mo ago
AI Agents : How Modern GenAI Systems Actually Work
AI Agents Explained with Code: How Modern GenAI Systems Actually Work From simple prompts to...
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What Software Developers Should Learn in 2026 (If AI Is Everywhere)
Dev.to · Shreekansha 2mo ago
What Software Developers Should Learn in 2026 (If AI Is Everywhere)
A practical skill roadmap for developers navigating AI-driven software development. If you’ve spent...
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How AI Is Quietly Changing Software Development in 2026 (Real Examples)
Dev.to · Shreekansha 2mo ago
How AI Is Quietly Changing Software Development in 2026 (Real Examples)
How AI Is Quietly Changing Software Development in 2026 (Real Examples) For years, the conversation...
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