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.
Region
Data/AI agents & MCP/South Korea · USA
A new attack fooled an undefended AI agent 49.1 percent of the time on a public test bench. That figure is a per-try rate in a simulation, and it invites five misreadings.
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/Semiconductors & chips/India
A flagship phone tops out near 19 tokens a second on a small model, and memory sets that limit, not the AI chip. App teams planning on-device AI features do not know which of theirs will fit.
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/5G & 6G/India
A survey of tiny models for 6G reports one study that turned a 4.55 megabyte neural radio protocol into a 1 kilobyte rule set, a 99.98 percent cut with no loss in task performance.
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.