All
Articles 114,271Blog Posts 123,260Tech Tutorials 29,179Research Papers 23,298News 16,954
⚡ AI Lessons
Dev.to · Shreekansha
🧠 Large Language Models
⚡ AI Lesson
3mo ago
Human-in-the-Loop Evaluation Systems for GenAI Platforms
While automated evaluation pipelines and synthetic datasets provide scale, human-in-the-loop (HITL)...
Dev.to · Shreekansha
3mo ago
Synthetic Data Generation for AI Testing
For engineering teams building production Generative AI, the primary bottleneck in achieving high...
Dev.to · Shreekansha
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Automated Test Suites for AI Applications
For senior engineers, the transition from building a demo to a production AI application is marked by...
Dev.to · Shreekansha
🧠 Large Language Models
⚡ AI Lesson
4mo ago
Building Evaluation Pipelines for GenAI Systems
For engineers moving beyond simple prompts, the biggest challenge is not building the system, but...
Dev.to · Shreekansha
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
The Architecture of a Production-Grade GenAI Platform
For senior architects, transitioning a Generative AI project from a "heroic" prototype to a...
Dev.to · Shreekansha
🧠 Large Language Models
⚡ AI Lesson
4mo ago
Designing Model Ensembles in GenAI Platforms
The Limitations of the Monolithic Model Approach In the early stages of Generative AI adoption, the...
Dev.to · Shreekansha
🧠 Large Language Models
⚡ AI Lesson
4mo ago
Evaluating GenAI Systems Beyond Accuracy: A Production Guide
The Fallacy of Accuracy in Generative Systems In traditional machine learning, accuracy is a...
Dev.to · Shreekansha
🧠 Large Language Models
⚡ AI Lesson
4mo 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...
Dev.to · Shreekansha
🔍 RAG & Vector Search
⚡ AI Lesson
4mo 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...
Dev.to · Shreekansha
🔍 RAG & Vector Search
4mo ago
RAG Anti-Patterns in Production: What Breaks and Why
Retrieval-Augmented Generation (RAG) is often presented as a simple three-step process: embed,...
Dev.to · Shreekansha
💻 AI-Assisted Coding
⚡ AI Lesson
4mo ago
Scaling Generative AI Systems: Architecture, Reliability, and Production Patterns
A comprehensive guide to building resilient, high-throughput AI infrastructure. Scaling a Generative...
Dev.to · Shreekansha
🛡️ AI Safety & Ethics
⚡ AI Lesson
4mo ago
Engineering-Grade Strategies for Hallucination Prevention in GenAI Systems
A definitive guide to architecting factual reliability and validation into AI applications. In the...
Dev.to · Shreekansha
💻 AI-Assisted Coding
⚡ AI Lesson
5mo ago
Production-Grade Cost Control Strategies for Generative AI Systems
A comprehensive guide to architecting economically sustainable AI applications. In the early stages...
Dev.to · Shreekansha
🧠 Large Language Models
⚡ AI Lesson
5mo 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...
Dev.to · Shreekansha
🛠️ AI Tools & Apps
5mo ago
Why GenAI Apps Feel Slow (And How Developers Actually Fix It)
Latency, cost, and performance bottlenecks explained with simple examples. In traditional web...
Dev.to · Shreekansha
🔍 RAG & Vector Search
5mo 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...
Dev.to · Shreekansha
🏗️ Systems Design & Architecture
5mo 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...
Dev.to · Shreekansha
📄 Research Papers Explained
5mo 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...
Dev.to · Shreekansha
📄 Research Papers Explained
5mo ago
AI Agents : How Modern GenAI Systems Actually Work
AI Agents Explained with Code: How Modern GenAI Systems Actually Work From simple prompts to...
Dev.to · Shreekansha
5mo 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...
Dev.to · Shreekansha
5mo 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...
DeepCamp AI