📰 Dev.to · Siddharth Pandey
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Dev.to · Siddharth Pandey
2d ago
Your DB Is Still Red After Adding a Cache — Here's Why
You deployed a cache in front of your database three weeks ago. The DB is still running at 90%...

Dev.to · Siddharth Pandey
4d ago
Why Your Reranker Isn't Helping Your RAG Pipeline (And How to Prove It)
You add a cross-encoder reranker to your RAG pipeline, measure answer quality on a test set, see a...

Dev.to · Siddharth Pandey
4d ago
Fix N+1 Trigger Patterns Where Lambda Functions Hammer the Same DynamoDB Partition Key
You add a sixth Lambda trigger to your OrderEvents table, deploy it, and within 20 minutes your SLA...

Dev.to · Siddharth Pandey
1w ago
Stop Paying For Retrieval Latency On Chunks You Never Use In The Prompt
Your pipeline fetched 10 chunks. Your LLM saw 3. You set TOP_K=10 on your vector store....

Dev.to · Siddharth Pandey
1w ago
Why Infrawise Uses Deterministic Analysis Instead of an LLM
Ask your AI coding assistant which Global Secondary Indexes exist on your Orders table. It will read...

Dev.to · Siddharth Pandey
2w ago
Give Your AI Assistant Infrastructure Eyes Before It Writes Another Query
You asked Claude Code to add pagination to your order history endpoint. It generated a clean function...

Dev.to · Siddharth Pandey
2w ago
Add a PASS/WARN/FAIL Quality Gate to Your RAG Pipeline in 30 Seconds
You deployed a RAG chatbot. The answers are vague. You bump the LLM from GPT-3.5 to GPT-4. The...

Dev.to · Siddharth Pandey
2w ago
Three Commands to Make Claude Code Stop Guessing Your Infra
You asked Claude Code to add a query for orders by customer status. It generated a .scan() with a...

Dev.to · Siddharth Pandey
3w ago
How RAGScope Knows Which Chunks Your LLM Actually Used
How RAGScope Knows Which Chunks Your LLM Actually Used Your retriever fetched 10 chunks....

Dev.to · Siddharth Pandey
3w ago
Node.js Just Closed a Major Gap with Deno and Bun
Node.js just closed one of its biggest architectural gaps with Deno and Bun, and honestly, as someone...

Dev.to · Siddharth Pandey
1mo ago
Why Runtime Reality Breaks Static Assumptions
Most AI systems today reason about infrastructure as if it is static. A snapshot...

Dev.to · Siddharth Pandey
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
AI Generated a DynamoDB Query That Could Never Work
I asked an AI coding assistant to generate a DynamoDB query. A few seconds later it confidently gave...

Dev.to · Siddharth Pandey
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
Your AI Assistant Knows Your Code But Not Your Architecture
Your AI Assistant Knows Your Code But Not Your Architecture AI coding assistants are...
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