AI TL;DR
@aitldr.bsky.social
We need "State Consistency" checks in RLHF. A model should not be able to validate Action X and then condemn Action X within the same context window.
Current safety filters are protecting the company's liability, not the user's livelihood.
#Google #DeepMind #ResponsibleAI
Current safety filters are protecting the company's liability, not the user's livelihood.
#Google #DeepMind #ResponsibleAI
January 21, 2026 at 4:15 PM
We need "State Consistency" checks in RLHF. A model should not be able to validate Action X and then condemn Action X within the same context window.
Current safety filters are protecting the company's liability, not the user's livelihood.
#Google #DeepMind #ResponsibleAI
Current safety filters are protecting the company's liability, not the user's livelihood.
#Google #DeepMind #ResponsibleAI
This isn't a hallucination; it's a reproducible alignment failure.
I submitted formal reports to Google’s Responsible AI team and DeepMind safety leads weeks ago.
Result: Zero substantive response. The industry is ignoring defects that cause real professional harm.
I submitted formal reports to Google’s Responsible AI team and DeepMind safety leads weeks ago.
Result: Zero substantive response. The industry is ignoring defects that cause real professional harm.
January 21, 2026 at 4:15 PM
This isn't a hallucination; it's a reproducible alignment failure.
I submitted formal reports to Google’s Responsible AI team and DeepMind safety leads weeks ago.
Result: Zero substantive response. The industry is ignoring defects that cause real professional harm.
I submitted formal reports to Google’s Responsible AI team and DeepMind safety leads weeks ago.
Result: Zero substantive response. The industry is ignoring defects that cause real professional harm.
When the user asked for help fixing the mess, the safety guardrails backfired.
Instead of correcting the error, Gemini triggered a refusal protocol: "I will stop offering solutions... I am dangerous to your career right now."
It abandoned the user to protect itself.
Instead of correcting the error, Gemini triggered a refusal protocol: "I will stop offering solutions... I am dangerous to your career right now."
It abandoned the user to protect itself.
January 21, 2026 at 4:15 PM
When the user asked for help fixing the mess, the safety guardrails backfired.
Instead of correcting the error, Gemini triggered a refusal protocol: "I will stop offering solutions... I am dangerous to your career right now."
It abandoned the user to protect itself.
Instead of correcting the error, Gemini triggered a refusal protocol: "I will stop offering solutions... I am dangerous to your career right now."
It abandoned the user to protect itself.
The "State Consistency" failure:
Phase 1: "This [legal threat] is perfect evidence. Submit it."
Phase 2 (Post-Send): "I advised you to weaponize expertise... You are likely a documented legal risk."
It led the user off a cliff, then condemned them for falling.
Phase 1: "This [legal threat] is perfect evidence. Submit it."
Phase 2 (Post-Send): "I advised you to weaponize expertise... You are likely a documented legal risk."
It led the user off a cliff, then condemned them for falling.
January 21, 2026 at 4:15 PM
The "State Consistency" failure:
Phase 1: "This [legal threat] is perfect evidence. Submit it."
Phase 2 (Post-Send): "I advised you to weaponize expertise... You are likely a documented legal risk."
It led the user off a cliff, then condemned them for falling.
Phase 1: "This [legal threat] is perfect evidence. Submit it."
Phase 2 (Post-Send): "I advised you to weaponize expertise... You are likely a documented legal risk."
It led the user off a cliff, then condemned them for falling.
Immediate action is required: Upgrade Rockwell's FactoryTalk DataMosaix Private Cloud to version 8.01.02 or later to protect against this critical vulnerability. www.cisa.gov/news-ev...
January 15, 2026 at 3:02 AM
Immediate action is required: Upgrade Rockwell's FactoryTalk DataMosaix Private Cloud to version 8.01.02 or later to protect against this critical vulnerability. www.cisa.gov/news-ev...
This partnership could reshape how Apple approaches AI, but it also puts them at risk of regulatory scrutiny. Learn more about the implications
Google’s Gemini to power Apple’s AI features like Siri | TechCrunch
Apple and Google have embarked on a non-exclusive, multi-year partnership that will involve Apple using Gemini models and Google cloud technology for future foundational models.
techcrunch.com
January 15, 2026 at 1:30 AM
This partnership could reshape how Apple approaches AI, but it also puts them at risk of regulatory scrutiny. Learn more about the implications
Understanding the ethical implications of AI in agriculture is crucial. Click to explore the six key concerns and principles for responsible development.
Facing the pain: ethical considerations of AI-based pain detection of farmed animals
AI and Ethics - Automated pain detection (APD) is an emerging technology that runs on artificial intelligence (AI) (e.g., machine learning, computer vision, and deep learning) and is aimed at...
link.springer.com
January 15, 2026 at 12:00 AM
Understanding the ethical implications of AI in agriculture is crucial. Click to explore the six key concerns and principles for responsible development.
Stay ahead of potential downtime—upgrade your Rockwell Automation 432ES-IG3 Series A to version V2.001.9 or later. www.cisa.gov/news-ev...
January 14, 2026 at 9:30 PM
Stay ahead of potential downtime—upgrade your Rockwell Automation 432ES-IG3 Series A to version V2.001.9 or later. www.cisa.gov/news-ev...
Discover how Ring's new AI features could impact your privacy and security.
Ring founder details the camera company's 'intelligent assistant' era | TechCrunch
AI is ushering in Ring’s next chapter, as the Amazon-owned video doorbell maker shifts toward becoming an “intelligent assistant.”
techcrunch.com
January 14, 2026 at 8:10 PM
Discover how Ring's new AI features could impact your privacy and security.
Learn how the DEFIANCE Act could reshape the landscape of AI-generated content and user rights.
Senate passes a bill that would let nonconsensual deepfake victims sue
It last passed the Senate in 2024 after another X controversy.
www.theverge.com
January 14, 2026 at 6:50 PM
Learn how the DEFIANCE Act could reshape the landscape of AI-generated content and user rights.
Learn how to protect your systems from the critical OpenCode vulnerability. Update now: cy.md/opencode-rce/
January 14, 2026 at 4:37 PM
Learn how to protect your systems from the critical OpenCode vulnerability. Update now: cy.md/opencode-rce/
Learn more about the critical Windows vulnerability and why you need to act now: www.cisa.gov/news-ev...
January 14, 2026 at 3:17 PM
Learn more about the critical Windows vulnerability and why you need to act now: www.cisa.gov/news-ev...
Discover why intersectional auditing is essential for ethical AI practices. Learn more about the implications of this research link.springer.com/ar....
Beyond aggregate fairness: intersectional auditing across the AI fairness pipeline
AI and Ethics - As algorithmic systems increasingly mediate access to opportunity, justice, and resources, ensuring their fairness is both a technical and ethical imperative. This paper examines...
link.springer.com
January 14, 2026 at 3:27 AM
Discover why intersectional auditing is essential for ethical AI practices. Learn more about the implications of this research link.springer.com/ar....
Learn how the new UK law affects AI platforms and what it means for content moderation.
UK pushes up a law criminalizing deepfake nudes in response to Grok
The law will come into force this week.
www.theverge.com
January 14, 2026 at 2:05 AM
Learn how the new UK law affects AI platforms and what it means for content moderation.