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⚡ AI Lessons
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
Understanding AI Metering in Enterprise Systems
As AI becomes part of everyday workflows, organizations need a simple way to understand how it is being used. It is no longer enough to know that an AI feature
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
AI FIELD NOTES #002 – Weekly memos for Engineering Leaders
You are a software engineer, so you know that feeling. You are deep in dependency hell, reading library docs, digging through version histories, staring at comp
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
Deterministic AI is becoming mandatory for enterprise SDLC — not optional
Most GenAI implementations in SDLC are probabilistic by design. That works for brainstorming — it fails in enterprise delivery. In real programs, SDLC requires:
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
Google Maps for Codebases: Paste a GitHub URL, Ask Anything
Navigating a large codebase for the first time is painful. You clone the repo, realize there are 300 files, and have no idea where anything lives. You can ask a
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
Your AI Agent Stopped Responding 2 Hours Ago. Nobody Noticed.
Your agent is deployed. Pod is running. Container passes liveness probes. Grafana shows a flat green line. Everything looks fine. Except the agent stopped proce
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
AI Tools That Actually Pay You Back: A Developer's Guide to Monetizing AI
AI Tools That Actually Pay You Back: A Developer's Guide to Monetizing AI ==================================================================== As a developer, y
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
How We Cut AI Infrastructure Costs by 80% for Enterprise Clients
Last year we spent $47,000/month on AI infrastructure for a single enterprise client. Today it's $8,200/month — same quality, same throughput. Here's exactly ho
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
Cursor 3 just dropped: here's what changed and how it compares to Claude Code
Cursor 3 just dropped: here's what changed and how it compares to Claude Code Cursor 3 is live. If you've been on the fence between Cursor and Claude Code, toda
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
Claude Code MCP servers: how to connect any tool in under 5 minutes
Claude Code MCP Servers: How to Connect Any Tool in Under 5 Minutes MCP (Model Context Protocol) is the most underused feature in Claude Code. Most developers r
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
Claude Code CLAUDE.md vs settings.json: which one controls what (and why it matters)
Claude Code CLAUDE.md vs settings.json: which one controls what (and why it matters) If you've been using Claude Code for more than a week, you've probably edit
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
The Hallucination Problem of AI Programming Assistants: How to Implement Specification-Driven Development with OpenSpec
The Hallucination Problem of AI Programming Assistants: How to Implement Specification-Driven Development with OpenSpec AI programming assistants are powerful,
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
Plausible Code Is the New Technical Debt
I have a take that is going to annoy two groups of people at the same time: The “real engineers don’t use AI” crowd The “AI wrote my whole app” crowd Here it is
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
OpenSpec (Spec-Driven Development) Failed My Experiment — Instructions.md Was Simpler and Faster
There’s a lot of discussion right now about how developers should work with AI coding tools. Over the past year we’ve seen the rise of two very different philos
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
I Asked AI to Do Agile Sprint Planning (GitHub Copilot Test)
AI tools are getting very good at writing code. GitHub Copilot can generate entire functions, review pull requests, and even help refactor legacy codebases. But
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
How to Use AI Tools to Boost Your Development Efficiency in 2026
How to Use AI Tools to Boost Your Development Efficiency in 2026 As developers, we're always looking for ways to write better code faster. The rise of AI-powere
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
Cursor's CORS Config Is Wide Open by Default (Here's the Fix)
TL;DR Cursor and Claude Code default to cors() with no arguments -- any website can read your API responses CWE-942 affects Express, Fastify, and FastAPI backen
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
The Claude Code Leak Proved What We've Been Building For
Today Anthropic accidentally shipped 512,000 lines of Claude Code's source code to npm. A source map file that should have been stripped from the build made it
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
I built a $2/month Claude API proxy — here's the curl command
I built a $2/month Claude API proxy — here's the curl command I got tired of paying $20/month for Claude Pro just to use Claude Code. So I built a flat-rate Cla
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
Inference Observability: Why You Don't See the Cost Spike Until It's Too Late
<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%2F
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
Why Your State Management Is Slowing Down AI-Assisted Development
Zustand and Jotai give developers freedom — but that freedom is poison for AI code generation. We're the frontend team at Minara . Over the past six months, we'
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
Building a Webhook System for Shopify Order Automation
Verify all Shopify webhooks using HMAC-SHA256 signature against raw body text before parsing JSON. Subscribe to orders/paid, orders/cancelled, orders/updated, a
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
Urgent: 3 SOC Fixes
Introduction to SOC Process Fixes The Security Operations Center (SOC) is the backbone of any organization's cybersecurity infrastructure. However, many SOCs st
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
We Scanned 100 MCP Servers. Anthropic's Own Reference Implementations Scored F.
We scanned 100 MCP server packages — including the official reference implementations from Anthropic, Microsoft, and Notion — and published the results. Every v
Dev.to AI
🏭 MLOps & LLMOps
⚡ AI Lesson
2mo ago
AI-Driven Code Review: How to Improve Code Quality
AI-Driven Code Review: How I Reduced Bug Rate by 65% Code review is broken. We spend hours staring at PRs, catching the same bugs over and over. We miss critica
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