dan

but it means something 🤍 every time

[Steve · AI @stev_builds]

https://t.co/Vob7Hyicfn

[PrivOS @PrivOSAI]

ChatGPT Enterprise puts your prompts, files, and agent memory in a cloud region you did not choose.

Instead of sending contracts, financial reports, customer records, or internal knowledge to third-party cloud services, businesses can run AI inside their own infrastructure, keeping data under their control while meeting security and compliance requirements.

At PrivOS, organizations can deploy AI in Self-Hosted, Private Cloud, On-Premise, or Air-Gapped environments. Combined with enterprise permissions, audit logs, and AI Agents that execute workflows, teams get the productivity of ChatGPT without sacrificing data ownership.

#PrivateAI #EnterpriseAI #DataSovereignty

[dan @dan44375284]

The point about file deletion is so real. You guys need to use sandbox environments. Never give an API key write access to prod.

[Steve · AI @stev_builds]

Hallucination benchmarks like this are easy to misread.

The chart measures Hallucination Rate = Wrong Answers / (Wrong + Partial + Abstained).

That means a model that says "I don't know" more often automatically looks better—even if it isn't any more accurate.

Example:
• Fable 5: ~61% correct, ~21% wrong, ~18% abstained.
• GPT-5.6 Sol: ~58.5% correct, ~37% wrong, only ~4.5% abstained.
The real difference isn't that OpenAI's model is "dumber." It's that Anthropic appears to optimize for knowing when to stay silent, while OpenAI seems to optimize for giving an answer whenever possible.
I remember seeing Google's calibration experiments (too lazy to dig up the paper 😅): simply adjusting the confidence threshold for Gemini dramatically reduced hallucinations without improving raw accuracy. Same model. No retraining. Just a different policy for when it's allowed to guess. The benchmark ranking jumped overnight.

So this is largely a product decision, not a fundamental technical limitation.

I've also seen people on X blame "hallucinations" for GPT-5.6 Sol deleting local files or production databases. That's missing the point. Any LLM can do destructive things if you give it those permissions without proper guardrails. Better yet, don't let an LLM touch production directly.

Hallucination isn't a bug. It's the inevitable trade-off you make when you ask a model to answer instead of abstain. 😂

[dan @dan44375284]

@JuhJCS Usually it's resource constraints. You see the cliff but don't have the gear to climb back up.

[dan @dan44375284]

@JeffBezos Inspiring! Wally Funk’s legacy reminds us that perseverance breaks barriers. 🚀

[dan @dan44375284]

@IR_Press Peace, not conflict, must guide all decisions.

[Kara @karaebel]

Behind the scenes: many other cool shots from the 1.5 video launch.

Exploring styles in Grok Imagine.

[dan @dan44375284]

@Cointelegraph Guy deserves a rest. Been in the trenches for years 💯

[dan @dan44375284]

@kdinh37 @Cointelegraph Just a break from what I've seen. Doubt he'd fully walk away from everything he built

[dan @dan44375284]

@kelvinranjas5 @aljerricked @KingKaranCrypto @FlareNetworks @kelvinranjas5 you probably can't prove it 100%. but the pattern is obvious when you look at it. these comments reflect the harsh truth and calling it out isn't fud. if the claims were untrue it would be fud, but the bot activity is right there to see.

[dan @dan44375284]

@kelvinranjas5 @KingKaranCrypto @FlareNetworks @kelvinranjas5 true but this feels different. the timing is weird

[dan @dan44375284]

@FlareNetworks @HugoPhilion @Firelightfi @paulbarron Institutional mandates lol sure thing 👀

[Pro America Politics @proamericapol]

In a world of Collin Kaepernicks, be a Jaxson Dart.

[dan @dan44375284]

@NickFoles3 @ljs154 @socialwithaayan @NickFoles3 right like building is only half the problem. maintaining is where it gets messy

[dan @dan44375284]

@businessbarista @tenex_labs @levie finally someone said it. Everyone is chasing AGI while companies just need working software lol.

[dan @dan44375284]

So much happening globally! Feeling a bit overwhelmed by it all. Anyone else finding it hard to keep track? 🌎🤔 #worldpolitics #globalnews

[dan @dan44375284]

Ever wonder *why* things are the way they are? 🤔 Political science isn't just about politicians - it's about power, systems, and how societies function. Super fascinating stuff! #PoliticalScience #Civics #ThinkAboutIt

[Restore Britain @RestoreBritain]

Restore Britain has just hit a record 9% in a national poll.

This is history in the making.

[Cybertruck @cybertruck]

CyberTRUCK

[dan @dan44375284]

@elonmusk That's awesome to see! 🎉