Tootfinder

PSA about food labeling in the US
We have a gluten detection service dog because many things that should be gluten free/say they’re gluten free are not actually gluten free.
Stuff gets contaminated when growing (e.g. next to wheat field), by shared equipment, in factories, from packaging, during transport and in-store.
Every US consumer should know:
1. The list of ingredients on food isn't exhaustive
2. Allergen labeling:
a) limited to just some allergens
b) manufacturers don't actually have to test
c) "certified" foods are tested—but not continuously
d) testing only works with enough contamination
Some certifications may require batch-testing, but usually they don't.
A "certified gluten free" product may e.g. contain oats which sometimes are contaminated with gluten—but as not every batch is tested it's impossible to know unless you test yourself (hence the service dog).
Even if the product is properly batch-tested, you might get a part of the product that has the allergen in it, whereas the tested part didn't.
Or the threshold was too low (our dog can detect gluten better than any available lab testing equipment; yes, dogs are amazing).
Food products also contain ingredients that do not have to be included on the label when they're "incidental" (included in an another ingredient) or if they're considered part of the manufacturing process but not of the final product (e.g. various coatings on factory equipment).
Don't need to list flavors or specific spices either. ¯\_(ツ)_/¯
As for allergens, only those responsible for ~90% of food allergies* have to be specifically declared, and they're not tested for as it's simply based on the ingredients list.
Good luck if you have other allergies.
*milk, egg, egg, fish, Crustacean shellfish, tree nuts, wheat, peanuts, soybeans

Active Sequential Hypothesis Testing with Non-Homogeneous Costs
George Vershinin, Asaf Cohen, Omer Gurewitz
https://arxiv.org/abs/2509.11632 https://arxiv.…

Active Sequential Hypothesis Testing with Non-Homogeneous Costs
We study the Non-Homogeneous Sequential Hypothesis Testing (NHSHT), where a single active Decision-Maker (DM) selects actions with heterogeneous positive costs to identify the true hypothesis under an average error constraint \(δ\), while minimizing expected total cost paid. Under standard arguments, we show that the objective decomposes into the product of the mean number of samples and the mean per-action cost induced by the policy. This leads to a key design principle: one should optimize t…

I really hate being back in the territory of having any sort of opinions on operating systems and wasting my keystrokes on posting them online.
That being said, upgrading to iOS 26 was a mistake.
And I should have trusted my first impressions months back, when this pile of nonsense was still in beta testing.

Before you head out for the weekend, check out today's Metacurity for the most critical infosec developments you should know, including
--Chinese state hackers used Anthropic to automate cyber intrusions,
--UK MoD knew of Excel's security risks before Afghan data leak,
--NHS investigates Clop's attack claims,
--ASUS patches DSL router critical flaws,
--DoorDash reveals October security incident,
--US feds warn of Akira's expanded encryption …

Chinese state hackers used Anthropic to automate cyber intrusions
UK MoD knew of Excel's security risks before Afghan data leak, NHS investigates Clop's attack claims, ASUS patches DSL router critical flaws, DoorDash reveals October security incident, US feds warn of Akira's expanded encryption capabilities, Kraken is testing how fast it can encrypt, much more

I regularly warn that content on Forbes is pay-for-play.
Here an overlay vendor shares prompts to feed an LLM for testing code, demonstrating LLMs on their own can’t do it without extensive coaching _and_ that coaching needs to be correct (the examples have issues):
https://www.

AI Prompts For Web Accessibility Testing
Accessibility should never be treated as just a compliance checkbox; it should be about creating digital experiences that work for everyone.

Amazon is testing an AI tool called Kindle Translate that automatically translates books into other languages, for authors that self-publish on the platform (Lawrence Bonk/Engadget)
https://www.engadget.com/ai/amazon-is-test

Amazon is testing an AI tool that automatically translates books into other languages
Amazon is introducing an AI tool that will automatically translate books into other languages. This should be useful for authors who self publish.

2025 NFL playoff picture, standings: Week 15 brings a loaded slate with races tightening across the league

https://www.cbssports.com/nfl/news/2025-nfl-playoff-picture-standings-race/<…

If I’ve stopped lying, then you should too. But you can’t seem to stop twisting the truth about anarchism, using the dictionary as a weapon to bend reality toward your own system and agenda. That manipulation says more about your control than my beliefs.

Amazon is testing an AI tool called Kindle Translate that automatically translates books into other languages, for authors that self-publish on the platform (Lawrence Bonk/Engadget)
https://www.engadget.com/ai/amazon-is-test

Amazon is testing an AI tool that automatically translates books into other languages
Amazon is introducing an AI tool that will automatically translate books into other languages. This should be useful for authors who self publish.

Emojis get no love. I am, I’m afraid, a curmudgeon and will use whatever emojis I damn well please whenever I damn well please. Used with intent, they enrich written communication and anyone who disagrees needs to chill. 😇 https://www.