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Dev.to

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10:46
2026-11-04
dev.to
ai-agents

SWARM: What Happens When AI Users Collide?

A developer built SWARM, a multi-agent AI testing system that deploys several goal-driven AI users into the same running application to surface bugs that only appear when users interact, such as a mar…

10:45
2026-11-04
dev.to
ai-tools

AI code review: team rules for Copilot approvals

GitHub's October 28 changelog makes Copilot code review approvals generally available, letting Copilot's approval count toward a repository's required approvals, alongside a new "Max" effort level tha…

09:40
2026-11-04
dev.to
ai-safety

Supabase service-role key exposed in the browser

A developer at Axonscape's Launchpad documented a common security flaw in AI-built apps: Supabase's service-role key, which bypasses all Row Level Security, is frequently placed in browser-side code b…

08:44
2026-11-04
dev.to
developer-tools

My Rust target/ said 325 GB. My disk said 1.65 GB free.

A developer building a Rust CLI called Contexere found that `du` reported a 325 GB `target/debug` directory while the disk actually had only 1.65 GB free, because APFS counts hardlinks and clones mult…

07:10
2026-11-04
dev.to
generative-ai

Plastic skin gives your AI portraits away.

A developer at Longlabs published a workflow for fixing the telltale "plastic skin" of AI-generated portraits by editing the same image rather than regenerating it, using a single prompt on Gemini 3 P…

07:09
2026-11-04
dev.to
ai-agents

How I spec out features with Superpowers

A developer described using the open-source Superpowers toolset to spec out features with a coding agent before implementation, working through a runbook-in-design-doc example to surface questions abo…

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