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⚡ AI Lessons
Dev.to · Siddharth Pandey
💻 AI-Assisted Coding
⚡ AI Lesson
19h ago
How I Solved Claude Code Silently Missing the SQS Trigger on My Lambda
I asked Claude Code to add a handler for processOrders, a Lambda wired up to consume from...
Dev.to · Siddharth Pandey
🤖 AI Agents & Automation
⚡ AI Lesson
3d ago
Your Lambda List Was Silently Truncated at 200 — And Your AI Assistant Never Knew
Hook An AWS account with 240 Lambda functions runs infrawise analyze. The tool prints a...
Dev.to · Siddharth Pandey
1w ago
The Right Way to Start Claude Code on an AWS Project
You know the drill for adding an MCP server to a project: dig the exact command string out of the...
Dev.to · Siddharth Pandey
📣 Digital Marketing & Growth
⚡ AI Lesson
1w ago
Why SNS Silently Drops Your Messages and How to Catch It Before You Ship
Your checkout service publishes an OrderRefunded event to an SNS topic. The publish call returns a...
Dev.to · Siddharth Pandey
💻 AI-Assisted Coding
⚡ AI Lesson
2w ago
Stop Sending Your AI Assistant 40 Tables When It Only Needs 3
Say your service has 40 tables. You ask Claude Code to fix a bug in checkout — a function that...
Dev.to · Siddharth Pandey
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
Stop Pasting Your Database Schema Into Every AI Prompt
Your team builds an internal agent that answers questions like "revenue by product category last...
Dev.to · Siddharth Pandey
⚡ AI Lesson
2w ago
Your SQS Queue Is Redelivering Messages Your Lambda Is Still Processing
Your order-processing Lambda starts sending duplicate confirmation emails. Not always — maybe one...
Dev.to · Siddharth Pandey
1mo 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
🧠 Large Language Models
⚡ AI Lesson
1mo 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
🔧 Backend Engineering
⚡ AI Lesson
1mo 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
1mo 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
🧠 Large Language Models
⚡ AI Lesson
1mo 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
🤖 AI Agents & Automation
⚡ AI Lesson
1mo 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
1mo 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
💻 AI-Assisted Coding
⚡ AI Lesson
1mo 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
🧠 Large Language Models
⚡ AI Lesson
1mo 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
🔧 Backend Engineering
⚡ AI Lesson
1mo 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
2mo 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
2mo 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
2mo 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...
DeepCamp AI