Vibe coding is not a production strategy
AI tools can get a prototype running quickly. The serious work starts when customers, data, operations and future changes depend on it.
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Kyluke McDougall
AI tools can get a prototype running quickly. The serious work starts when customers, data, operations and future changes depend on it.
Pwn2Own Berlin is testing Codex, Claude Code and Cursor. For teams adopting coding agents, the lesson is clear: treat the agent runtime as privileged software, not just a smarter editor.
AI can help find security bugs faster. The business value comes from harnesses, reproducible tests, triage and release processes around the model.