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From code to airspace: security is going physical
Cybersecurity isn’t staying in software anymore. As drones and physical systems become connected, the attack surface moves into the real world. The shift from malware to machines isn’t a career pivot—it’s a preview of where security is heading.
Not Job Loss—Job Repair
Robots aren’t replacing workers—they’re replacing the parts of jobs people were already quitting. The real story of automation isn’t about job loss. It’s about fixing work that was too repetitive, too risky, or too exhausting to sustain.
When AI Hits Limits Before Your Workflow Does
Claude Code isn’t failing because of its model—it’s hitting a different wall. As AI tools move into daily workflows, usage limits are no longer a billing detail. They define whether the product feels like infrastructure or just a demo. The real competition in AI may not be intelligence—it may be reliability.
