Constellation Response

We curate some of the best comms, medical, and tactical goods on the market to make sure you’re Always Ready. Make something cool? Dm us. Semper Promptus

[Constellation Response @ConResponse]

Nucleus V3: redesigned 3D printed exterior for durability, LoRa bumped to a full 1 watt (up from 159 mW), USB-C now supports the Bifrost PTT (sold separately). Same zero-touch ATAK integration, onboard TAK server. Starting at $600.

[Constellation Response @ConResponse]

@TARSRel0aded Are you wishing for death yet?

[Constellation Response @ConResponse]

Hey @VisforVeteran does the nationwide flight ban apply to drones?

[Constellation Response @ConResponse]

@ahuja_karan Team access?

[Constellation Response @ConResponse]

@ChestyPullerGst @mnsibley What does “frequency outage” mean?

[MapQuest @MapQuest]

New Route Preference. Only at MapQuest. 🍯

[Constellation Response @ConResponse]

@braxton_mccoy I love sen Kennedy, but this is nuts.

[Constellation Response @ConResponse]

@Oilfield_Rando 2nd amendment means nothing when men lack the will to use it.

[BreacherFPV @VisforVeteran]

Founders:
Do not be afraid to fire bad customers! The 80/20 applies here as well. Work to identify the 20% that suck the majority of your time and offer nothing back.

Then pull that trigger.

You only have so much time and so many fucks to give. Don't waste either!

[Elon Musk @elonmusk]

Once you understand the incentive, the reason for the behavior becomes obvious: they are importing a left-voting bloc that depends on government handouts.

A prominent example of this in America is Ilhan Omar and her Somali voting bloc in Minnesota, an area which used to be primarily Nordic-German.

Importing voters is a CERTAIN path to a single-party supermajority and has ALREADY happened at the state level in California and New York. It also explains why those states have BANNED VOTER ID in order to accelerate a permanent socialist supermajority, destroying any semblance of democracy.

We stand on the precipice of disaster, an end to America.

[Constellation Response @ConResponse]

RIP Custom programmed UV5R’s on our site.

All customers that have ordered a radio will have theirs fulfilled. We have them in hand and are working through programming.

[Wyoming Survival @wyomingsurvival]

I woke up to this post on Instagram.
Yeah it looks legit. If you were thinking about getting a radio you better do it now....

[Drone Wars @Drone_Wars_]

Ukrainian forces are using the Pasika multi-drone control system, developed by Ukrainian company Sine Engineering. Brave1 provided the footage and accompanying information for publication.

The drones take off sequentially and navigate autonomously to operator-designated points without relying on GPS. Flight routes are automatically calculated based on points marked on a map, with the system accounting for collision avoidance. According to Brave1, protected communications allow the drones to maintain their navigation capabilities even under heavy electronic warfare (EW) interference.

The operator monitors the entire group through a single interface and can switch between individual drones with one click. Manual control is only required during the final phase of a mission, for tasks such as cargo delivery or landing.

According to Brave1, the 108th Separate Assault Battalion “Da Vinci Wolves”, part of Ukraine’s 59th Separate Assault Brigade of Unmanned Systems, was among the first units to systematically employ the technology for logistics missions. The number of cargo deliveries reportedly doubled within one month of its introduction.

Footage courtesy of Brave1 @BRAVE1ua

[will depue @willdepue]

I have a major result to share.

I’ve found conclusive forensic evidence that the top 4 Chinese AI labs—DeepSeek, Moonshot, MiniMax and Ant Group—have built their newest models on NVIDIA’s most advanced Blackwell chips, which are barred from export to China.

This sounds insane, but I discovered that almost every AI model carries a hidden signature of the GPU that trained it. When a model is first set up, the starting values of its weights are laid out in a pattern that depends on the exact GPU. Each combination of GPU and seed number produces a unique pattern—a sort of fingerprint of the hardware used to create the model. Traces of that pattern survive training into the published model.

Again, this evidence isn’t based on any insider information or leaking. It’s based on a forensic analysis of the model weights released by the companies themselves.

I searched more than six trillion combinations of chip layout and seed number and matched them to open-weights models. In doing so, I found conclusive evidence that six Chinese AI models—including DeepSeek-V4-Pro, Kimi K3, and MiniMax-M3—were initialized on NVIDIA Blackwell systems. Four of the models match Grace Blackwell, the GB200 and GB300 parts in NVIDIA’s flagship liquid-cooled rack-scale systems.

I then verified these results on real hardware. Running unmodified PyTorch with the seeds I’d recovered, a Blackwell B300 reproduced DeepSeek-V4-Flash’s untouched starting weights bit for bit, and a rented GB200 reproduced Kimi K3’s to a correlation of 0.999995. A Hopper H100 reproduced none of DeepSeek-V4-Flash’s, and changing the seed by one broke the match. (DeepSeek’s seed is 953049583 by the way.) The method also was verified to match 24 known open-weights models to the hardware that developers said they used.

It is exceedingly unlikely that these results are a coincidence. Across six trillion combinations, the best accidental match should reach only about 8 sigma (i.e., eight standard deviations above what random chance would produce). The real matches range from 49 to 1,385 sigma, and even the weakest single test hits 20.

These were data-center-scale training runs. With some analysis of release schedules and model details, I estimate that the largest, Kimi K3 and DeepSeek-V4-Pro, used 2,000 to 3,000 Blackwell GPUs each. Clusters of this size cost on the order of $150 to $200 million each to buy, and across these labs alone would add up to more than half a billion dollars of export-controlled GPUs, not counting experimental compute or otherwise. It’s quite likely that we see multi-billion dollar expenditure on export-controlled GPUs.

I am highly confident in this result, and it has been independently verified by senior researchers at OpenAI and Anthropic. You can read the full report at https://t.co/YOtzND0Jqk.

There is much more I’ve identified about these models through other forms of checkpoint forensics like this, and will have more to share soon.

[Young Republicans of Texas @YRsOfTexas]

YRT Invites Unity Under the YRT Banner

Recognizing the vitality of our organization, over 700 young Texans have signed up for YRT since November 3rd. Now is the time for a united front; we invite all Young Republican clubs across Texas to apply for membership in our coalition.

[Nayib Bukele @nayibbukele]

Nan kad akò bilateral ki genyen ant gouvènman Ayiti ak gouvènman Salvadò a, yon operasyon konjwen ki te reyini Polis Nasyonal Dayiti, Fòs Lame Dayiti (FAd’H), Task Force la, ak Fòs Espesyal Salvadò yo reyisi pran kontwòl Estad Sylvio Cator a epi mete l an sekirite. Pandan operasyon an, nou te dekouvri plizyè zo tèt moun anndan estad la.

Kounye a, nou pral tabli yon baz operasyonèl nan estad la pou n ka kontinye avanse pi fon nan teritwa gang yo kontwole.

Kounye a, se nou ki gen avantaj sou teren an.

Mwen mande tout manm gang yo avèk anpil fèmte pou yo kite zòn nan anvan ofansiv la kòmanse.

Moun ki chwazi rete pou konbat fòs nou yo ap oblije sibi konsekans yo.

[Constellation Response @ConResponse]

@grayzoneintel Do they have a Twitter?

[Kyle Brooks⚡️🇺🇸 @RealKyleBrooks]

Last night I attended my counties Republican Forum meeting. Everyone was over the age of 45 & surprised to see a young person there. Helped w/ setup (tables & chairs, banner), offered to run sign up table but the ladies there covered it. Seems like these meetings usually have a small fee for rent ($3 for me but could be as much as $5-$10 so bring cash). The president paid for my entry. I spoke to him on the phone earlier in the day about what time he got there to help setup, meet people early, etc.
Before we started I walked around & introduced myself, listened & when they asked why I was there, I told them about how I saw the country go hard left & how I wanted to get involved to prevent that in my district, county, etc.
Something to also note was their website hadn’t been updated to the new meeting place, so I’ll be looking to offer to help update the website and keep it current with events.
During the meeting I listened to what they were talking about. Mostly local stuff, they had invited the city manager to speak. It seemed that the local leaders weren’t really there, and one of them made a joke about them having abandoned the party after the election.
After the meeting was adjourned, I spoke with the vice chairman about precinct committee vacancies in the district, and she pointed to the person to talk to stating that they were vacancies. I told her that I was looking for more young people to come to the meetings.

This part was specific to me, but they had a 50-50 raffle and I won it, $10 nothing huge, but I had returned three dollars to the president that he paid for to cover my fee at the beginning of the meeting. This wasn’t something that I did out of the ordinary, as I have always been taught to do this, it was the right thing to do for no other reason.

I do plan on going to as many meetings as I can in the future from breakfast clubs to forum meetings. As well as when my schedule allows getting to veterans clubs & things of that nature without announcing I’m planning a run for atleast a few months.

Thanks for reading, America First

[T.A.R.S. 🏴🇻🇦 @TARSRel0aded]

Reminder:

[Oilfield Rando @Oilfield_Rando]

What you’re seeing is pent up gay race communist rage from being powerless for two years being let out.

They are going to take out their frustrations of the last 2 years out on any unsuspecting White person unfortunate enough to cross their path.

Head on a swivel.

[Jon 🔬 @JonnyMicro]

When you remember that we got 47 Fast and Furious films but only 1 Master & Commander

[Constellation Response @ConResponse]

@bofrench Is that dude here legally?