50 rising startups in Korea
Check out this constantly updated list of startups in Korea that have recently raised funding.
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Most Verification Is Just Bigger Classification
When it believed it was being trained, the model complied with harmful requests. About fourteen percent of the time. When it believed the same conversations would not flow into training, the…
- Current AI evaluation methods often function as classifiers, not verifiers.
- A three-question test distinguishes verifiers from classifiers.
The Average Is Nobody's Result
In 2013 four researchers went back to a completed mammography study and asked it a question it had not been designed to answer.
- CAD had two large effects on radiologists' sensitivity
- Average effect canceled out, masking opposite effects
- Nine percent improvement misleading without context
Your Robot Coworker Is Still a Pilot
In February, BMW published the results of a pilot at its plant in Spartanburg, South Carolina. A humanoid robot made by Figure had been lifting sheet metal parts into a welding cell, ten-hour shifts…
- BMW's Figure robot lifted 90,000 components in Spartanburg plant
- Robot supported production of over 30,000 BMW X3s in 10 months
- Agility shipped 5,500+ humanoid robots in 2025, 1,000-unit count discrepancy
Where Your Metrics Fold
The dashboard read 87 percent complete, and it was right: 87 percent of the scheduled tasks for the launch were genuinely done, ticked off, verified. The board did its job.
- Single metric fails to capture incomplete project status
- Four types of folds: composition, trajectory, structure, mechanism
- Identifying folds requires asking four critical questions
Angular SSR renders your page for every visitor. Here is what that costs.
Angular SSR renders your page on the server, which is the whole point. It renders it again for the next visitor, and again for the one after that, and it ships nothing to stop that happening.
- Angular SSR renders page for each visitor, incurring cost
- Rendering 28 KB Angular 22 document takes 17.2 ms server time
- ng-ssr-caching middleware caches rendered HTML to reduce workload
Hardware Backdoors in x86 CPUs: The 2026 Hacker News Wake-Up Call
Hardware Backdoors in x86 CPUs: The 2026 Hacker News Wake-Up Call In late January 2026, the front page of Hacker News was dominated by a single, chilling headline: "Hardware backdoor found in X Series…
- German security group discovers hardware backdoor PADMIN in x86 CPUs (2026)
- Backdoor allows attackers to bypass security controls and access physical memory
- PADMIN operates at core level, nearly impossible to disable via firmware settings