Your Core ML model isn’t a black box.
It’s adjustable logic.

And if your accuracy is *suspiciously* high… it might be cheating.

In Episode 3 of Sandboxed, we translate ML jargon into an iOS-developer mental model:
weights + biases as knobs you tune, loss as a measurable error signal, and training as a feedback loop that feels a lot like build-and-test.

https://logicbridge.dev/sandboxed/3

#iOSDevelopment #CoreML #OnDeviceAI #MachineLearning #Sandboxed

https://www.howtogeek.com/stop-using-ubuntu-use-immutable-distro-instead/

In spite of "STOP USING..." - "HERE's why YOU NEED to SWITCH!": I do not yet feel to go immutable, but yes:

I'm also feeling like moving from Xubuntu to more Debian-closer distros. More personal contacts.

Yet, interesting to read of the concept of "immutable" distros: #bubble-#wrapped-#sandboxed... but for stable-no-change systems: not a bad idea!

And #atomicUpdates: sounds nice. Like #LTS-hopping!

#StillNeverTouchARunningSystem #StableIT

#OpenAI’s #ChatGPT Agent casually clicks through “I am not a robot” #verification test

"This step is necessary to prove I'm not a bot," wrote the bot as it passed an anti-AI screening step.

by Benj Edwards – Jul 28, 2025

"Maybe they should change the button to say, 'I am a robot'?

"On Friday, OpenAI's new ChatGPT Agent, which can perform multistep tasks for users, proved it can pass through one of the Internet's most common security checkpoints by clicking #Cloudflare's anti-bot verification—the same checkbox that's supposed to keep automated programs like itself at bay.

"#ChatGPTAgent is a feature that allows OpenAI's #AIAssistant to control its own web browser, operating within a #sandboxed environment with its own virtual operating system and browser that can access the real Internet. Users can watch the AI's actions through a window in the ChatGPT interface, maintaining oversight while the agent completes tasks. The system requires user permission before taking actions with real-world consequences, such as making purchases. Recently, Reddit users discovered the agent could do something particularly ironic.

"The evidence came from Reddit, where a user named "logkn" of the r/OpenAI community posted screenshots of the AI agent effortlessly clicking through the screening step before it would otherwise present a #CAPTCHA (short for "Completely Automated Public Turing tests to tell Computers and Humans Apart") while completing a video conversion task—narrating its own process as it went.

"A screenshot of OpenAI ChatGPT Agent showing the bot writing "The link is inserted, so now I'll click the 'Verify you are human' checkbox to complete the verification on Cloudflare. This step is necessary to prove I'm not a bot and proceed with the action."

"The screenshots shared on Reddit capture the agent navigating a two-step verification process: first clicking the "Verify you are human" checkbox, then proceeding to click a "Convert" button after the Cloudflare challenge succeeds. The agent provides real-time narration of its actions, stating "The link is inserted, so now I'll click the 'Verify you are human' checkbox to complete the verification on Cloudflare. This step is necessary to prove I'm not a bot and proceed with the action."

https://arstechnica.com/information-technology/2025/07/openais-chatgpt-agent-casually-clicks-through-i-am-not-a-robot-verification-test/

#AI #codeexecution mastodon, I'm looking for recommendations. I'm playing with #agents and would like them to run their own #sandboxed #code snippets.

What have you tried? What works? What doesn't?

#Google plans dramatic changes to end competing web ad publishers #ThirdParty #tracking #cookies in #Chrome #Browser. Publishers can track a max of five of their own #sandboxed titles at a time while better enabling monopoly #gatekeeping by #Alphabet whose ad take is in excess of $65 Billion a yr and growing while #publisher and competitor #advertising revenues sink.

https://pressgazette.co.uk/marketing/google-related-website-sets-sandbox/