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.
Format
One paper, checked, scored, explained, with three business ideas.
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/Brain-computer interfaces/USA
A written instruction can change what a brain signal means, so four thoughts covered 840 drone control layouts. The system got 90.4 percent of command tokens right on replayed data.
Research Radar/AI agents & MCP/South Korea · USA
Researchers hid fake fields inside data that AI agents read, using quote-like characters. The attack worked 49.1 percent of the time, while old-style prompt injection worked 0.2 percent.
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.
From Africa/Agritech/Ethiopia
A team at Mekelle University in Ethiopia photographed 3,587 cactus-fig pads and trained three models on them. The best scored 97.3 percent and fits in 9.3 MB.
Research Radar/Semiconductors & chips/United Arab Emirates · USA
A review of chiplet security says guards built into the base under the chips cost about 4 percent of speed. The paper runs no new experiment, so every number comes from work it cites.
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.
Research Radar/5G & 6G/France · United Arab Emirates
A survey of AI agents for 5G and 6G finds a clock gap. Fast network control loops close in 10 milliseconds to 1 second, while a large model needs 200 milliseconds to several seconds to answer.
Research Radar/Semiconductors & chips/India
A review of AI chips shows memory bandwidth, not arithmetic, sets the speed of language models. A flagship phone tops out near 19 tokens a second, and an H100 near 24 on a 70 billion parameter model.
Research Radar/Edge computing/United Kingdom
An explanation setup scored a perfect 1.000 for steadiness while scoring 0.0502 for truthfulness. It looked steady only because it barely changed between different photos.
Research Radar/Drones & autonomous vehicles/USA · Germany
A US workshop of 47 experts named 12 technical challenges standing between today's drones and fleets that work like national infrastructure. It is a vision report with no experiment.
Research Radar/Space tech/Germany · USA
In a computer model, 24 shoebox satellites stuck to a dead 668 kg craft turned it 180 degrees in 1,228 seconds. The worst pointing error was 0.6 degrees.