TechCrunch
This startup built a fish-killing robot and chefs love the results
Shinkei's Poseidon robot dispatches fish with precision speed, minimizing stress hormones that degrade meat quality — a detail serious chefs notice immediately on the plate. The refrigerator-sized machine applies ikejime, a Japanese technique long prized for producing superior texture and flavor, at industrial scale. For high-end kitchens chasing consistency, it's a rare case where automation actually improves craft.
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Google Hits 50% IPv6
Google has reached a milestone with 50% of its traffic now flowing over IPv6, a significant marker in the decades-long transition away from the exhausted IPv4 address space. The achievement reflects both the scale of Google's infrastructure investment and the steady global adoption of IPv6 by ISPs and device manufacturers. For the broader internet, it signals that IPv6 is no longer a future consideration — it's the present reality.
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When I reject AI code even if it works
Working code isn't always good code. The author argues that AI-generated solutions often optimize for immediate correctness while bypassing the reasoning, style, and intent that make codebases maintainable over time. Accepting code you don't fully understand is a form of technical debt that compounds quietly until it isn't quiet anymore.
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AI Has Broken Hiring
AI-generated applications and automated resume screeners have created a feedback loop that's hollowing out the hiring process from both ends. Recruiters are drowning in polished but indistinguishable candidates, while genuine talent gets filtered out by algorithms optimized for keywords over competence. The fix, according to HBR, requires rethinking the entire funnel — not just adding more AI to counter the AI already in play.
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