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.
Research Radar/Robotics/China · Singapore · USA
A new study trained robots on 5,000 hours of video shot from people's own eyes. Those robots beat robots trained on robot video. The gap was biggest on tasks the robots had never seen before.
The number that matters: The people-trained robot kept a 90% success rate on objects it had never seen. The robot with no video training fell from 40% to 0%.
Every article is measured. If it reads above Grade 7, it goes back for another edit.
Peer review, lab, evidence type, code and data. The score is printed on every story.
Each paper ends with business ideas, the buyer, and a one-week test to see if anyone pays.
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/Space tech/United Kingdom
Nine of 16 real satellite fleets sit above the size at which their own wreckage keeps growing. Insurers and small operators need that answer on one page, and nobody is selling it to them.
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.
Africa's tech news, from Africa. Most of the story is told from outside the continent. Here it is told from Nairobi, Lagos, Kigali and Cairo, with the research behind it.
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/Agritech/Ethiopia · Tanzania
Two African labs built crop disease models that run on a phone with no signal. The business is not the model, it is the shop counter where a dealer guesses today.
Business Ideas/Climate & energy tech/Nigeria · South Africa
Ordinary weather records forecast hourly sunlight in Ibadan with a yearly error of 0.19, using free public code. The buyer is the operator deciding tonight about the generator.
An offline crop disease model scored 97.3 percent on cactus-fig photos taken at university test plots. No farmer has ever used it, and the paper describes that figure two different ways.
From Africa/Climate & energy tech/Nigeria · South Africa
A Random Forest model turned ordinary weather records into hourly sunlight forecasts for one site in Ibadan, Nigeria. Its yearly error on total sunlight was 0.19.
From Africa/Agritech/Tanzania
A Tanzanian team trained a Vision Transformer on 100,000 bean leaf images, adding tiny nudges made to fool it. Accuracy rose from 97.4 percent to 99.4 percent.
One new technology a day, explained in five minutes, with the business idea inside it. Free.