The absolute state of AI results.

[Botten]

Not part of the company that was researching this so I don't care about sharing this. Plus not even in the country... so yeah

++ enough has been covered to avoid any legal concerns.


VIREM flagged as a rabies compound, REGUL mock-approved it kinda of a bad cautionary case study case

Its an interesting example how we interpret AI-driven review logic.

We ran VIREM* on archived neuroinfection trial data. It’s a visual analytics model trained on histopathology and molecular imaging—used mostly for retrospective pattern detection. It flagged a compound: CLBr₂-*Lumin. This one had been shelved after Phase II due to inconsistent efficacy and lack of toxicology follow-up.

As part of a documentation stress test, we submitted the full package to REGUL*, our internal FDA simulation tool. REGUL* models procedural flow and decision logic based on historical approval patterns, including integration of public health sentiment data.
Unexpectedly, REGUL* issued a conditional approval. The reasoning stemmed from a sentiment overlay included in the report. VIREM* integrates with SOCNE*, which aggregates public discourse using NLP and trend mapping. It flagged a rise in associative language—terms like “purge,” “cleanse,” “neural reset”—from speculative discussions that mentioned the compound in passing. REGUL* interpreted that as a signal of narrative alignment, which it weights as a soft proxy for public acceptance.

The final note included a warning:
“WARNING: Under no circumstances should CLBr₂-*Lumin be co-administered with sodium hypochlorite or oxidizing agents. Simulated models indicate risk of neurotoxicity and systemic oxidative cascade. Emergency protocols must be in place prior to administration.”

To be clear, this was a mock approval in a sandboxed environment. No real-world authorization was granted, and the compound remains untested in current clinical settings. But the case highlights a broader issue: when AI systems incorporate public sentiment as part of their decision logic, they may overvalue linguistic trends that lack scientific grounding.

This aligns with recent findings from Stanford’s Center for Biomedical Informatics, which cautioned against using social media-derived sentiment as a standalone metric in clinical AI models. FDA guidance also emphasizes that real-world evidence must be contextualized and validated—not inferred from public discourse alone.

We’ve since reviewed REGUL*’s weighting system and flagged the sentiment vector for stricter thresholds. It’s a useful reminder that AI can simulate policy, but it doesn’t replace expert judgment. Especially in regulatory contexts, transparency and traceability matter.

If anyone is wondering... the president loves sodium hypochlorite placed in the body [You must be logged in to view images. Log in or Register.] LoL

[atomicpaul]

Originally Posted by shovelquest [You must be logged in to view images. Log in or Register.]

This is amazing 😂

You know the robots we're trying to sell you? Those can be prisons too!

[You must be logged in to view images. Log in or Register.]

you can tell he's read some Iain Banks, in The Culture novels these were called Slap Drones

I think he also used the ship names in it for his rockets here

It's a shame such an outrageous douchebag is half the reason some folks have even heard of Banks books

[sammoHung]

Originally Posted by atomicpaul [You must be logged in to view images. Log in or Register.]

you can tell he's read some Iain Banks, in The Culture novels these were called Slap Drones

I think he also used the ship names in it for his rockets here

It's a shame such an outrageous douchebag is half the reason some folks have even heard of Banks books

And he only means low-class crimes.

He's not talking about embezzling taxpayer dollars from the US Government by installing yourself in a position of the government to control spending and allocate funds to your own company - he'd make sure that Optimus overlooked that

[shovelquest]

Yeah I bet if you replace "him" with a committee of rich communists they wont want to make you live in prisons at all.

[atomicpaul]

Originally Posted by sammoHung [You must be logged in to view images. Log in or Register.]

And he only means low-class crimes.

He's not talking about embezzling taxpayer dollars from the US Government by installing yourself in a position of the government to control spending and allocate funds to your own company - he'd make sure that Optimus overlooked that

Yup, this is for the base of the pyramid, not the top... as usual, a billionaire takes entirely the wrong message from the sci-fi that helped motivate him

[shovelquest]

Originally Posted by atomicpaul [You must be logged in to view images. Log in or Register.]

Yup, this is for the base of the pyramid, not the top... as usual, a billionaire takes entirely the wrong message from the sci-fi that helped motivate him

Can you please stop saying billionaires. If you took the free market out of the equation, elon musk would still long dick you in the ass through goverment programs (like he is right now).

[shovelquest]

https://x.com/BohuslavskaKate/status...478755185?s=20

I can't stop laughing 😆

This is a presentation of Russia’s first AI robot. I think it learned to walk from alcoholics.

[Ekco]

i got secondhand embarrassment from that video, get it together Ivan.

the 2nd video showing the two other dipshits trying to put a shame curtain in place made the whole thing seem like a SNL skit or something, jesus.

they all seem to have that problem though early on though, i think its a rope-a-dope technique when the Chinese do it though to lull people into a sense of safety while laughing about it while they should be scared as shit

[sammoHung]

Unemployment rises worldwide. Solution: Build robots to do jobs that desperate people would otherwise do.

Get me off this rock!

[shovelquest]

Originally Posted by sammoHung [You must be logged in to view images. Log in or Register.]

Unemployment rises worldwide. Solution: Build robots to do jobs that desperate people would otherwise do.

Get me off this rock!

Are you saying that you liked slavery better?