Software Development: Build Better Systems Around Automation

This roundup examines system-level automation, engineering judgment, event-driven security testing, and product context for coding agents. Sources: AI Native Dev https://www.youtube.com/shorts/iCtqkiVlg1U; AI Engineer https://www.youtube.com/watch?v=n97BCfyFIvw; HackerOne https://www.youtube.com/shorts/oqFzLRHDOlg; DIY Smart Code https://www.youtube.com/watch?v=tUdSuwl_l1o.

Sources discussed:
- "The engineer of the future is the person who is able to choose what is worth doing." — Addy Osmani — AI Engineer — https://www.youtube.com/watch?v=n97BCfyFIvw
- More Scans Are Not Continuous Security. — HackerOne — https://www.youtube.com/watch?v=oqFzLRHDOlg
- Patrick Debois: Fix the system, not the code. — AI Native Dev — https://www.youtube.com/watch?v=iCtqkiVlg1U
- PostHog Autocapture, Replays, Flags: Everything in One Platform — DIY Smart Code — https://www.youtube.com/watch?v=tUdSuwl_l1o

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