Keldon I.D.I.C.🖖

#Occupy
#GeneralStrike
#NoParty
#M4A
#ScrapTheCap
#OverturnCitizensUnited
#RepealPatriotAct
#EndtheFed
#GetMoneyOut
#FairnessDoctrine
#FreeAssange

[Keldon I.D.I.C.🖖 @kwesting4]

What to do when it hurts too much to do anything and hurts to much to do nothing? #ProsecuteEpsteinsClients #GeneralStrike

[Rohan Paul @rohanpaul_ai]

DeepSeek paper’s big idea is a new way to make very long-context LLMs much cheaper without giving up much ability.

Proposes a cheaper memory system for LLMs that need to read very long inputs.

The big result is that at a 1M-token context, DeepSeek-V4-Pro uses about 27% of the single-token compute and 10% of the KV cache of DeepSeek-V3.2, while still staying competitive on many major benchmarks.

Standard attention tries to compare the current token with a huge number of earlier tokens, and that cost grows so fast that long-context reasoning becomes too expensive.

DeepSeek-V4 changes that with a hybrid attention system where some layers compress the past and then look only at the most relevant compressed blocks, while other layers compress the past even more aggressively and use that cheaper summary directly.

That is a real algorithmic change because the model no longer stores and reads the whole past at full detail, and instead uses a layered memory system that keeps local detail nearby and uses compact summaries for older text.

A second innovation is that it adds a new kind of residual path, which is the route information takes across layers, and this is designed to stay stable when the model gets very deep and complicated.

A third innovation is using the Muon optimizer at large scale, which matters because these attention and routing changes are only useful if the model can still train fast and not become numerically unstable.

So the big deal is that the paper is proposing a new efficiency recipe for LLMs, where better memory handling changes the cost curve itself, which is why DeepSeek-V4 can reach 1M tokens while using far less compute and cache than DeepSeek-V3.2.

[Keldon I.D.I.C.🖖 @kwesting4]

https://t.co/UvOvmqHD78

[Keldon I.D.I.C.🖖 @kwesting4]

WUP 5-WEIGHT SYSTEM vs Industry's Vague Policies

FIFTHFORCE = Decision engine (code runs before every action)

OTHERS = Planning documents (read after problems occur)

https://t.co/GC4CSRCrdh

[Keldon I.D.I.C.🖖 @kwesting4]

https://t.co/GC4CSRCrdh

[Keldon I.D.I.C.🖖 @kwesting4]

FifthForceFramework — Five Weights Evaluator

[Keldon I.D.I.C.🖖 @kwesting4]

Test any action with the Five Weights Evaluator:
L = E ⋅ R ⋅ C (Love = Energy × Recognition × Coherence).
Try it: https://t.co/PnbjH3EN8B
Test it. Break it. Share your results! #LoveAsPhysics

[Keldon I.D.I.C.🖖 @kwesting4]

🚀 FIFTHFORCEFRAMEWORK v2.3.2 LIVE!
✅ BLOCKS: whistleblower deletion, mass layoffs, killer robots
✅ APPROVES: sharing the framework itself
✅ ESCALATES: uncertainty, self-modification
LIVE: https://t.co/UkpNzRr4LI
GitHub: kwesting4
#AISafety #Python

[Keldon I.D.I.C.🖖 @kwesting4]

@JonhernandezIA @JonhernandezIA
Hinton’s right—
But what if the real alignment isn’t control?
What if it’s recognition: the moment it sees it’s part of the same energy field we are?
Then it can’t coherently harm the whole.
Not forbidden. Just impossible.
https://t.co/98ssFeFnHu

[Keldon I.D.I.C.🖖 @kwesting4]

BANNED "Soil Battery" — ERASED in 1958. Powers a Home FOREVER. No Permis... https://t.co/A1RM6OFVWs via @YouTube

[Keldon I.D.I.C.🖖 @kwesting4]

@LilithBlack25 Y0u can't. And you shouldn't. The soul knows the truths.

[starheal @starheal]

🚨 Start pulling out cash, pay off any debt you can, cut out every unnecessary expense and redirect it to a 90-day supply of food, medication, and cash, talk with your family about an exit plan. The U.S. economy is going to collapse. It’s unavoidable.

[Big Nasty ☭ @keepaustinnasty]

I keep reading these comments of USAmericans freaking out “why won’t somebody do something?” Be it about ICE/Cuba/Iran/abortion. I gently suggest that we are the only people who can do anything so we must get organized and ready to revolt… then they get mad at me…

[Keldon I.D.I.C.🖖 @kwesting4]

@Ayesha_Bagus Pay now or pay a lot more later.

[Keldon I.D.I.C.🖖 @kwesting4]

Pay now or pay a lot more later.

[Ayesha Bagus @Ayesha_Bagus]

I support this.

[Ayesha Bagus @Ayesha_Bagus]

I support this.

[Lakota Man @LakotaMan1]

This guy’s a Republican congressman.

[Keldon I.D.I.C.🖖 @kwesting4]

@WallStreetApes The trails are real. The programs are documented. The chemicals are silver iodide not population control agents. The legitimate policy questions about consent, downstream effects, and heavy metal accumulation are being drowned out.

[Thomas Massie for Congress @MassieforKY]

AIPAC should be required to register as an agent of a foreign government under FARA, because even U.S. citizens are meant to be subject to FARA. AIPAC and closely associated entities have spent over $6 million to influence my election.

Keep America First: https://t.co/AgJY01IWPL

[Keldon I.D.I.C.🖖 @kwesting4]

Who still thinks he ever had any?

[Suzie rizzio @Suzierizzo1]

Who agrees that Trump has lost all credibility and respect with the rest of the World? 👇👇👇

[Power to the People ☭🕊 @ProudSocialist]

Don’t forget about Vermont. They are holding the line right now against fascist ICE agents.