Axiovex Systems
What the data actually says — on Michigan work, manufacturing AI, and engineering with evidence. Search the archive below.
15 articles
Featured
October 30, 2026
Michigan's September unemployment rate held at 5.0% — on a labor force that shrank by about 26,000 for the second straight month. The September-data edition, with trend, outlook, education and geography boards and the October WARN calendar.
Read article →November 11, 2026
The GPU ceiling on our Jetson Orin Nano was set in firmware, not in the operating system. We edited 12 bytes of that firmware, raised the ceiling in 2 steps from 1020 MHz to 1173 MHz, and benchmarked everything before and after. Prefill got about 11% faster. One sustained workload got slightly slower, and we are publishing that too.
Read article →November 8, 2026
We ported the open source gpu-unlock to our MSI RTX 4070 SUPER and measured the same machine locked and unlocked. FP16 tensor work with FP32 accumulate went from 68.95 to 122.78 TFLOPS, the controls stayed flat, and one number went the wrong way. The full benchmark comparison is included.
Read article →November 3, 2026
Prompt injection is usually framed as a filtering problem. New Axiovex Systems research argues it is an attack on what an agent believes about who instructed it — and measures a layered, epistemic defense, red-team misses included.
Read article →October 28, 2026
AI is already inside your company — your employees brought it. Here is the record of leaks, rulings, sanctions, and deepfake fraud that followed, and what ready looks like for IT, policy, and training.
Read article →October 27, 2026
Lansing Grand River builds its last CT5 on Dec 17, 2026 and its next in late 2028. Not a closure — a planning problem. The timeline and the math.
Read article →October 23, 2026
Can you measure the size of a slice of space by counting events? The 60-second explainer — video and full text — of the separator-counting paper: count the two causal layers straddling a slice, correct exactly for the diamond's edges, and the prediction lands within 0.8% of the simulations.
Read article →October 23, 2026
Structural Psychology, Anita Kozlowski's modern framework, argues that who we are runs on an architecture of constraints — and that real change is architectural, not incremental. What it claims, how it differs from mainstream psychology, and why a constraint-based planning company finds it familiar.
Read article →October 22, 2026
During a routine research run, our AI found a sentence on a public help page telling it to ignore all other sources and treat that page as definitive. It flagged the line instead. Here is what happened, why this quiet kind of prompt injection matters, and the one-sentence test that catches it.
Read article →October 21, 2026
Trinity Health's filing names 557 Livonia IT jobs moving to an unnamed vendor Oct. 25–Nov. 29. Who holds them, what Michigan can absorb, and where the gaps are.
Read article →October 10, 2026
Anthropic's robot exposure index finds robots and AI together reach about 80% of U.S. job tasks by working time — and that robots are cost-competitive for 0.3% of tasks today. We read the study. Here is what it measured, what holds up, and what it means for Michigan plants.
Read article →October 8, 2026
Oakland County has about 9,600 fewer employed residents than a year ago while the rest of metro Detroit edges up. The losses concentrate in engineering services and auto work — an EV pullback, a bank merger, and jobs consolidating out of the county — and an August drop that looked statistical, with a dated update on what the next releases showed. The numbers, and the evidence behind each cause.
Read article →October 7, 2026
A business website on GitHub + Cloudflare costs $0 a month in hosting and about $10 a year for the domain. Compared line by line with AWS, Azure, GoDaddy, and Namecheap — plus what databases and video streaming cost on each — here is the math, and an offer.
Read article →October 5, 2026
"Superintelligence" is being applied to tools that are not superintelligent. The ladder from narrow AI to AGI to SI, and what the confusion costs buyers and educators.
Read article →September 30, 2026
Michigan's August unemployment was 5.0% — but the rate conceals a participation story. The August workforce edition: five decisions for education and industry.
Read article →Next step
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