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Articles 129,064Blog Posts 133,903Tech Tutorials 33,365Research Papers 25,152News 18,269
⚡ AI Lessons
Dev.to · David Shibley
4d ago
Shadow-Mode Equivalence Testing: How to Safely Ship Pipeline Improvements Without Guessing
Shipping a better version of a pipeline step is not the hard part. The hard part is answering the...
Dev.to · David Shibley
1w ago
Building Maestro AI: Routing LLM Calls So Your Agent Doesn't Burn Sonnet on Summaries
How I built a harness-agnostic model router for Cursor and Claude Code and what broke along the...
Dev.to · David Shibley
1w ago
I Killed My AI Code Reviewer's False Positives by Making It Argue With Itself
The failure mode of AI code review isn't that it misses bugs. It's that it reports ten "issues" and...
Dev.to · David Shibley
🧠 Large Language Models
⚡ AI Lesson
1w ago
OK, DEGRADED, ABSTAINED, FAILED: Designing a Typed Outcome Model for LLM Calls
Most LLM-calling code I've seen treats an LLM step like an HTTP request: try/catch, retry a couple...
Dev.to · David Shibley
📣 Digital Marketing & Growth
⚡ AI Lesson
1w ago
Hardening an MCP Server: What I Learned Building a Production-Ready Jira/Confluence Integration for Claude
Problem: the current Jira MCP server that exists doesn't support Jira Service Management, meaning we...
Dev.to · David Shibley
⚡ AI Lesson
2w ago
I Cut My AWS Hosting Bill from ~$45/mo to ~$8 by Consolidating Three Apps on One Lightsail Box
How I moved portfolio, krogerCart, and chat-bot off separate EC2 instances onto a single $5 Lightsail...
Dev.to · David Shibley
⚡ AI Lesson
4mo ago
How I automated my grocery shopping
Problem: I hate shopping for groceries Solution: Automate the process using a...
DeepCamp AI