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Dev.to

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15:05
2026-09-30
dev.to
artificial-intelligence

Adding AI to a Security Toolkit: Start With Your Own Scripts

A security practitioner outlines a pipeline-first approach to adding AI to security operations, replacing individual steps in existing analyst workflows rather than learning machine learning in the ab…

15:00
2026-09-30
dev.to
ai-agents

I wrote my agent's rules for months. Nobody loaded them.

A developer who runs multiple AI coding agents audited their rules setup and found that a hand-written "constitution" of agent rules was never actually loaded by any agent, that the rules folder was n…

15:00
2026-09-30
dev.to
ai-agents

Your AI brand reviewer should read the cancellation code

A developer has released Brand Machines, an open-source agent skill that reviews whether a product's stated brand principles match its actual code behavior, using a worked example of a fictional subsc…

14:41
2026-09-30
dev.to
artificial-intelligence

Designing an AIoT Architecture for Real-World Systems

A developer outlines a five-stage AIoT reference architecture — Identify, Sense, Decide, Act, Verify — for building AI applications on industrial sensor data rather than clean databases. The writeup s…

14:06
2026-09-30
dev.to
ai-agents

OpenAI DevDay 2026: 4 Tests Before You Trust Its New Agents

OpenAI announced several new agent capabilities at DevDay 2026, including always-on "Dots" agents, cloud-based Codex, the GPT-6.1 Sol model, and computer use in its Agents API. A developer outlined a …

13:33
2026-09-30
dev.to
ai-agents

Your AI Execution Finished. The Outcome Hasn't Happened Yet

A developer argues that AI coding agents' terminal execution states like COMPLETED or SUCCESS describe only the runtime's own lifecycle, not the eventual real-world outcome, since evidence such as a p…

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