Tech that just got out.Explained so a 12-year-old gets it, checked against the original paper, then turned into business ideas you can test this week.
Country
Data/Cybersecurity/China
Eight MCP security scanners flagged 96.89 percent of running servers as risky, but only 45.53 percent of hand-checked alerts were real. The second number is the one that changes what you do.
Business Ideas/Edge computing/China · Nigeria · Singapore · South Africa · United Kingdom
A chip design claims 19 times the AI work per watt of an H100, and it draws as little as 122 milliwatts. Power, not speed, is the limit for AI on small devices, and that is a business.
Business Ideas/AI agents & MCP/China
A free scanner sorted good agent skills from bad ones with an F1 of 0.9848 on 5,520 test cases. Companies have no list of what their staff installed, and that gap is the business.
Business Ideas/Cybersecurity/China · South Korea · USA
Eight scanners flagged 96.89 percent of running MCP servers, but a hand check found fewer than half the alerts were real. Somebody has to say which ones matter.
Data/Robotics/China · Singapore
One humanoid model finished 81.8 percent of runs across 11 household chores, roughly double the best rival. The average hides a chore that worked 4 times in 10.
Data/Quantum computing/China · Singapore
A review prices quantum error cleanup at 537 million times more runs for 1,000 noisy places in a circuit. No machine was run to get that figure, and it is not a count of qubits.
Research Radar/Robotics/USA · China
TANGO sets all 29 joints of a humanoid at once, so it can duck, squat and sidestep while it walks. Trained only in simulation, it finished 10 of 15 real cluttered runs against 6 for the rival.
Research Radar/Robotics/Singapore · China
A single model let a humanoid walk and work at once across 11 household chores, finishing 81.8 percent of runs. The best of nine rival models finished 44.5 percent.
Research Radar/Cybersecurity/China
Eight MCP security scanners flagged 96.89 percent of running servers as risky. A hand check of 100 of those servers found that only 45.53 percent of the alerts were real.
Research Radar/AI agents & MCP/China
Tencent Zhuque Lab released AI-Infra-Guard, an open-source scanner for AI agents. Its skill checker scored 0.9848 loose F1 on a new public test set of 5,520 cases.
Research Radar/Quantum computing/Singapore · China
A review of quantum error mitigation prices the cleanup. At a half percent error rate, fixing 100 spots costs 7.46 times more runs and fixing 1,000 spots costs about 537 million times more.
Research Radar/Edge computing/China · United Kingdom · Singapore
A 28nm edge chip design for DeepSeek reports 109.4 TFLOPS per watt, which the authors put at 19.35 times an H100 at FP8. No chip was built, so the figures come from design tools.