Tag: ai
All the articles with the tag "ai".
When automating triage quietly costs you money
I measured AI triage on 1500 closed GitHub issues across three real codebases. The cost case is real. But on one repo, automating would have silently mislabeled one issue in three — and the accuracy number gives you no warning.
Can AI Lower the Cost of Starting Over?
We keep asking which jobs AI will replace. Maybe the better question is whether AI can lower the cost of changing direction — and make starting over survivable.
Swappable LLM Architectures: Building Flexible AI Systems
Building applications tightly coupled to a single LLM provider creates technical debt. Here's an interface-based architecture pattern that lets you switch providers without rewriting your codebase.
Automation vs AI Workflows vs AI Agents: Understanding the Differences
Automation, AI Workflows, and AI Agents are often used interchangeably — but they represent fundamentally different levels of autonomy. A clear breakdown to help you choose the right approach.