📰 Dev.to · Stephen
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⚡ AI Lessons
Dev.to · Stephen
6d ago
We Made Cron Speak Plain English, Then Open-Sourced It
TL;DR: The AI boom proved people are great at describing what they want in plain language, but...
Dev.to · Stephen
1w ago
How Workflow Confidence Scoring Earns a Workflow Autonomy
TL;DR: Confidence scoring assigns each workflow execution a 0-100 score from LLM certainty, pattern...
Dev.to · Stephen
3w ago
Why AI Agents Go Rogue: 4 Real Incidents and What They Share
TL;DR: Four high-profile AI agent failures (OpenClaw's inbox speedrun, Meta's Sev-1 forum incident,...
Dev.to · Stephen
3w ago
Which Automations Need Human Approval? 5 That Do, 5 That Don't.
TL;DR: Whether an automation needs human approval comes down to two variables: blast radius and...
Dev.to · Stephen
1mo ago
The Automation Trust Ladder: Manual, Supervised, Autonomous
TL;DR: Trust in automated systems is dynamic. It builds slowly through observed performance and...
Dev.to · Stephen
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
AI Agents vs AI Workflows: The Architecture Difference That Breaks Production
In July 2025, SaaStr founder Jason Lemkin gave Replit's AI coding agent access to his production...
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