The latest articles on DEV Community by Dhaya (@dhaya). https://dev.to/dhaya https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3860851%2F98725c56-b126-44c9-8164-11c214870d0a.png https://dev.to/dhaya en Dhaya Fri, 03 Apr 2026 18:31:01 +0000 https://dev.to/dhaya/circuit-breaker-pattern-stop-one-failure-from-taking-down-your-entire-system-2f8k https://dev.to/dhaya/circuit-breaker-pattern-stop-one-failure-from-taking-down-your-entire-system-2f8k <p><a href="https://medium.com/@dhayaleswaranchellaramu/circuit-breaker-pattern-stop-one-failure-from-taking-down-your-entire-system-02a4d7221e48?source=rss-561298f485f1------2" rel="noopener noreferrer"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F606okacx2dhiu3axitye.png" width="800" height="533"></a></p> <p>The Incident</p> <p><a href="https://medium.com/@dhayaleswaranchellaramu/circuit-breaker-pattern-stop-one-failure-from-taking-down-your-entire-system-02a4d7221e48?source=rss-561298f485f1------2" rel="noopener noreferrer">Continue reading on Medium »</a></p> distributedsystems systemdesignconcepts scalability backenddevelopment Dhaya Tue, 31 Mar 2026 19:21:01 +0000 https://dev.to/dhaya/why-retry-logic-is-killing-your-backend-and-how-to-fix-it-4nn7 https://dev.to/dhaya/why-retry-logic-is-killing-your-backend-and-how-to-fix-it-4nn7 <p><a href="https://levelup.gitconnected.com/why-retry-logic-is-killing-your-backend-and-how-to-fix-it-cdeaa6208b4c?source=rss-561298f485f1------2" rel="noopener noreferrer"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvqdy34jik9cx1dkq30ob.png" width="800" height="1200"></a></p> <p>How a safety mechanism turns into a system killer under pressure</p> <p><a href="https://levelup.gitconnected.com/why-retry-logic-is-killing-your-backend-and-how-to-fix-it-cdeaa6208b4c?source=rss-561298f485f1------2" rel="noopener noreferrer">Continue reading on Level Up Coding »</a></p> distributedsystems architecture backenddevelopment systemdesignconcepts Dhaya Sun, 29 Mar 2026 11:13:47 +0000 https://dev.to/dhaya/why-your-backend-service-is-a-ticking-time-bomb-and-how-to-fix-it-4cen https://dev.to/dhaya/why-your-backend-service-is-a-ticking-time-bomb-and-how-to-fix-it-4cen <p><a href="https://levelup.gitconnected.com/why-your-backend-service-is-a-ticking-time-bomb-and-how-to-fix-it-6d75915171e5?source=rss-561298f485f1------2" rel="noopener noreferrer"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F282vq86am4oa7towky5v.png" width="800" height="533"></a></p> <p>How mixing cron jobs and third-party calls into your API server quietly sets you up for production failure</p> <p><a href="https://levelup.gitconnected.com/why-your-backend-service-is-a-ticking-time-bomb-and-how-to-fix-it-6d75915171e5?source=rss-561298f485f1------2" rel="noopener noreferrer">Continue reading on Level Up Coding »</a></p> node backenddevelopment architecture aws Dhaya Wed, 21 May 2025 16:23:47 +0000 https://dev.to/dhaya/from-rough-draft-to-perfect-post-a-team-of-ai-agents-makes-it-happen-18hd https://dev.to/dhaya/from-rough-draft-to-perfect-post-a-team-of-ai-agents-makes-it-happen-18hd <p><a href="https://levelup.gitconnected.com/from-rough-draft-to-perfect-post-a-team-of-ai-agents-makes-it-happen-5d8586ec8205?source=rss-561298f485f1------2" rel="noopener noreferrer"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fq9f3x45sclarvauby9s7.png" width="800" height="533"></a></p> <p>Automate article writing with AI agents that refine your draft, boost SEO, and keep your unique voice — ready to publish instantly!</p> <p><a href="https://levelup.gitconnected.com/from-rough-draft-to-perfect-post-a-team-of-ai-agents-makes-it-happen-5d8586ec8205?source=rss-561298f485f1------2" rel="noopener noreferrer">Continue reading on Level Up Coding »</a></p> technology writing ai machinelearning Dhaya Mon, 12 May 2025 18:18:19 +0000 https://dev.to/dhaya/how-to-create-a-powerful-ai-chatbot-using-rag-llama-3-and-pgvector-for-business-growth-25mp https://dev.to/dhaya/how-to-create-a-powerful-ai-chatbot-using-rag-llama-3-and-pgvector-for-business-growth-25mp <p><a href="https://medium.com/@dhayaleswaranchellaramu/how-to-create-a-powerful-ai-chatbot-using-rag-llama-3-and-pgvector-for-business-growth-1b4df1accf89?source=rss-561298f485f1------2" rel="noopener noreferrer"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ffh9yfvnt4ril0bqek41q.png" width="800" height="533"></a></p> <p>Not a Member</p> <p><a href="https://medium.com/@dhayaleswaranchellaramu/how-to-create-a-powerful-ai-chatbot-using-rag-llama-3-and-pgvector-for-business-growth-1b4df1accf89?source=rss-561298f485f1------2" rel="noopener noreferrer">Continue reading on Medium »</a></p> ai llm llama3 opensource Dhaya Fri, 09 May 2025 14:13:25 +0000 https://dev.to/dhaya/how-retrieval-augmented-generation-rag-supercharges-llms-with-real-time-knowledge-32pb https://dev.to/dhaya/how-retrieval-augmented-generation-rag-supercharges-llms-with-real-time-knowledge-32pb <p><a href="https://medium.com/@dhayaleswaranchellaramu/how-retrieval-augmented-generation-rag-supercharges-llms-with-real-time-knowledge-4d30de75c070?source=rss-561298f485f1------2" rel="noopener noreferrer"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvg2cyo4w6neh1yy5nqdl.png" width="800" height="800"></a></p> <p>Large Language Models (LLMs), like ChatGPT or Mistral, need knowledge — just like humans — to provide accurate answers. But unlike us…</p> <p><a href="https://medium.com/@dhayaleswaranchellaramu/how-retrieval-augmented-generation-rag-supercharges-llms-with-real-time-knowledge-4d30de75c070?source=rss-561298f485f1------2" rel="noopener noreferrer">Continue reading on Medium »</a></p> ai vectordatabase technology artificialintelligen Dhaya Sun, 04 May 2025 08:12:39 +0000 https://dev.to/dhaya/integrating-tools-into-your-ai-agent-unlocking-real-time-data-access-46j5 https://dev.to/dhaya/integrating-tools-into-your-ai-agent-unlocking-real-time-data-access-46j5 <p><a href="https://levelup.gitconnected.com/integrating-tools-into-your-ai-agent-unlocking-real-time-data-access-a531fe33c33e?source=rss-561298f485f1------2" rel="noopener noreferrer"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3rx66t9r7dfqy1qbvkan.png" width="800" height="800"></a></p> <p>Not a Member</p> <p><a href="https://levelup.gitconnected.com/integrating-tools-into-your-ai-agent-unlocking-real-time-data-access-a531fe33c33e?source=rss-561298f485f1------2" rel="noopener noreferrer">Continue reading on Level Up Coding »</a></p> ai machinelearning agents artificialintelligen Dhaya Sun, 27 Apr 2025 20:35:22 +0000 https://dev.to/dhaya/building-a-simple-memory-based-ai-agent-with-mistral-ollama-and-pgvector-31d https://dev.to/dhaya/building-a-simple-memory-based-ai-agent-with-mistral-ollama-and-pgvector-31d <p><a href="https://medium.com/@dhayaleswaranchellaramu/building-a-simple-memory-based-ai-agent-with-mistral-ollama-and-pgvector-1c0314dd1652?source=rss-561298f485f1------2" rel="noopener noreferrer"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fdyk5pix98596lbyvsyek.png" width="800" height="533"></a></p> <p>Not a Member</p> <p><a href="https://medium.com/@dhayaleswaranchellaramu/building-a-simple-memory-based-ai-agent-with-mistral-ollama-and-pgvector-1c0314dd1652?source=rss-561298f485f1------2" rel="noopener noreferrer">Continue reading on Medium »</a></p> agents artificalintelligenc ai machinelearning Dhaya Sun, 20 Apr 2025 13:45:08 +0000 https://dev.to/dhaya/part-2-understanding-the-components-of-a-local-ai-agent-1elg https://dev.to/dhaya/part-2-understanding-the-components-of-a-local-ai-agent-1elg <p><a href="https://medium.com/@dhayaleswaranchellaramu/part-2-understanding-the-components-of-a-local-ai-agent-41b199ff3615?source=rss-561298f485f1------2" rel="noopener noreferrer"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsbbpjj0cjjsx9n5fhmbj.png" width="800" height="533"></a></p> <p>In traditional software development, we often write scripts that are scheduled to run at specific times to perform routine tasks — like…</p> <p><a href="https://medium.com/@dhayaleswaranchellaramu/part-2-understanding-the-components-of-a-local-ai-agent-41b199ff3615?source=rss-561298f485f1------2" rel="noopener noreferrer">Continue reading on Medium »</a></p> artificialintelligen automation machinelearning aiagentdevelopment Dhaya Mon, 14 Apr 2025 08:46:02 +0000 https://dev.to/dhaya/how-im-building-my-own-ai-agent-locally-a-hands-on-guide-to-the-future-of-automation-24oo https://dev.to/dhaya/how-im-building-my-own-ai-agent-locally-a-hands-on-guide-to-the-future-of-automation-24oo <p><a href="https://medium.com/@dhayaleswaranchellaramu/how-im-building-my-own-ai-agent-locally-a-hands-on-guide-to-the-future-of-automation-3fdbef621a0d?source=rss-561298f485f1------2" rel="noopener noreferrer"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fe4yj1cs5flo66iy5r1pl.png" width="800" height="533"></a></p> <p>Not a Member</p> <p><a href="https://medium.com/@dhayaleswaranchellaramu/how-im-building-my-own-ai-agent-locally-a-hands-on-guide-to-the-future-of-automation-3fdbef621a0d?source=rss-561298f485f1------2" rel="noopener noreferrer">Continue reading on Medium »</a></p> programming agents ai artificialintelligen