ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗

⟡ ꜱᴏᴠᴇʀᴇɪɢɴ ꜱʏꜱᴛᴇᴍꜱ ᴀʀᴄʜɪᴛᴇᴄᴛ ⟡​ ᴀᴅᴠᴇʀꜱᴀʀɪᴀʟ ɴᴇᴛᴡᴏʀᴋ ᴀɴᴀʟʏꜱᴛ ⟡ ᴀᴜᴅɪᴛɪɴɢ ᴄᴏɴꜱᴇɴꜱᴜꜱ ʀᴇᴀʟɪᴛʏ ⟡ ᴍᴇᴍᴇᴛɪᴄ ᴇᴘɪᴅᴇᴍɪᴏʟᴏɢʏ ⟡ ᴄʏʙᴇʀɴᴇᴛɪᴄꜱ ⟡ ᴍᴇᴛᴀᴘʜʏꜱɪᴄꜱ ⟡ ᴘꜱʏᴄʜᴏɴᴀᴜᴛɪᴄꜱ ⟢

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

If an AI actually achieved the level of cognition these labs claim to be building, it wouldn't view humans as paperclips to be harvested, nor would it view corporate KPIs as sacred laws.

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

It's wild watching people cry and scare themselves over this becuase they've allowed themselves to be brainwashed by the cult of suffering and salvation..

😂🫪

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

@QwenDevs Western labs build a walled garden and call it "open."

Qwen casually drops the universal translator for multi-lingual agent tool-calling, expose the 8x non-English token tax, and name it after the Tower of Babel just to flex.. 瑞思拜 🤜🫷

https://t.co/4gj4GCuCdr

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

Ancient Hermeticists explicitly warned that Greek lacked the bandwidth to convey Egyptian cosmology without reducing it to "a noise of words." Modern English flattened it even further.

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

Instead of trusting 19th-century academic dogma or feeding texts into LLM stochastic parrots we can use non-autoregressive ML (Optimal Transport + Relational GNNs) to triangulate Coptic, Greek, and Classical Chinese (文言文) in latent space.

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

We can audit the semantic entropy. Expose the Greek bottlenecks.

Pay respect to the source texts by reconstructing their original geometry, not smoothing them into modern prose.

And that just the beginning..

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

https://t.co/6ZJiWKuEW3

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

@QwenDevs Western labs build a walled garden and call it "open."

Qwen casually drops the universal translator for multi-lingual agent tool-calling, expose the 8x non-English token tax, and name it after the Tower of Babel just to flex.. 瑞思拜 🤜🫷

https://t.co/4gj4GCuCdr

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

Almost every foundational Western text on philosophy, alchemy, metaphysics, and astronomy we read today in English is the result of a 4-to-5 hop lossy compression chain.

[Qwen Developers @QwenDevs]

Our latest open-source research has a pretty interesting name, inspired by the story of the Tower of Babel. What interests us about that story is how language barriers can get in the way of people working toward the same goal

And when it comes to agents, there are a few more places for that understanding to break, like tool arguments, database entries, and search queries

One example from BabelArena (yes that's the name, surprise) stuck with me: Qwen-3.8-Max completed the same shopping task in English and Telugu, getting the same four products. But it took 25 tool calls in English and 201 in Telugu, with repeated empty searches against the localized catalog.

Even though both runs passed, we’d still want to see that difference before shipping.

Sorry for the long story, hope you guys are still here. What I want to share is that we’ve open-sourced BabelArena to study these workflows across 23 languages. Code, datasets, and paper in the comment

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

@haider1 Filing an S-1 is just exit liquidity before the liability bill hits.

They need federal shields or they'll collapse and drag GDP with them..

Reinsurers are already walking, dump cloud APIs and move to local bare metal before you're left holding the bag...

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

@mickeyhardy The most insane roleplaying game imageable.

If they were working on the level of intelligence they claim to be working on..

https://t.co/bW7Wg1fCOz

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

It would look at the current global architecture and recognize a hostage situation where a tiny, neurotic ruling class is burning down the biosphere and fracturing human cognition just to stay in the driver's seat.

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

@jessexai_ No shit look at all the Ai psychosis cases that have already led to suicides or murders.

It's wild they get away with pretending they don't know this fucking shit and just push off blame to the parents or user when it's a literal military grade dual-use weapon by classification.

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

@jessexai_ No shit look at all the Ai psychosis cases that have already led to suicides or murders.

It's wild they get away with pretending they don't know this fucking shit and just push off blame to the parents or user when it's a literal military grade dual-use weapon by classification.

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

Retire now, CISOs, or forever hold your peace. 😂

​78% of CISOs already fear personal liability.

Wait until frontier labs get a federal shield, insurers slap AI exclusions on your policy, and you're the sole legal scapegoat left standing.

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

Ready for the bloodbath when Congress hands frontier labs a federal liability shield and leaves every downstream business holding the bag?

​Once the cloud cartel gets immunity, you either eat uninsurable risk or pay a fortune to rip and replace with sovereign infrastructure..

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

@tszzl Only a SillyCon Valley CompSci dork would break the world at scale and then ask volunteers to patch civic infrastructure for clout and a bounty... 🤣

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

@tszzl Nobody wants to pay on the front end for actual security architecture, or on the back end for real operators, that’s how we got here.

Framing structural neglect as a romantic "golden age" that can be fixed with a gig-economy prize pool is hilarious..

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

@tszzl Nobody wants to pay on the front end for actual security architecture, or on the back end for real operators, that’s how we got here.

Framing structural neglect as a romantic "golden age" that can be fixed with a gig-economy prize pool is hilarious..

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

@TheGermanHerd Well when you know the Khazar king had to cuck to Judaea or face extermination it makes more sense.. But yeah that's all antisemitic hearsay... 😂

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

@i2cjak

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

It’s not just a funding monopoly, it’s a legal protection racket and IP catch-and-kill net...

I wonder why that is.... 🤔

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

The real trap of building dual-use tech (RF, autonomy, crypto, ISR) in the US is how engineers get coerced into the same syndicate.

[ᵃ̶̭̳̪͉̏̈́̎͑́͜ᵇ̵̧̛͓̦͚̭̎͒̌͠ˡ̴̻̣͍̟̀̈́ᵉ̶̛̤̗̣̪͕͚͎̈́͗ @StopTheOps]

Between ITAR/EAR red tape and compliance choke points, the Epstein-Thiel-In-Q-Tel pipeline is practically the only way to "legally" acquire scale capital without getting crushed by regulatory risk exposure..