Crypto Psycho

821 posts

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Crypto Psycho

Crypto Psycho

@CyptoPsycho

Trading Crypto since 1929

Madagascar Katılım Mayıs 2017
707 Takip Edilen110 Takipçiler
Learn DIY
Learn DIY@LearnDIY_·
Burger frenzy ! No need to choose
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Aakib Khan
Aakib Khan@1Aakib·
The dashboard design I am cooking rn is next level!
Aakib Khan tweet media
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Crypto Psycho retweetledi
Sudo su
Sudo su@sudoingX·
update 1 hour later: pushed it to FULL 256k context on my dgx spark. zero speed loss. now holding 17-18 tok/s on long convos. step-3.5 REAP has hybrid SWA. only 12 of 45 layers have KV cache that grows with context. the other 33 cap at 1024 sliding window cells. so KV at 256k = 6.6gb. at 32k it was 0.9gb. paying ~5gb extra for 8x more context. fits easily. what to skip on spark: > no --mlock. spark has zero swap. locking 94gb of pages buys you nothing and adds 8-10 minutes to startup. > don't waste headroom on f16 KV. q8_0 halves it at no quality cost worth measuring. > don't be conservative with -c. start at 262144. what to do: > -fa on always > -ctk q8_0 -ctv q8_0 > --slot-save-path /tmp/llama-slots gives you /slots/0?action=stop to kill stuck inference > read the load log. n_ctx_train tells you the model's real ceiling, and the kv_cache lines tell you what each context size actually costs biggest lesson for me: the conservative defaults from the qwen3 era don't apply to hybrid-SWA models. step-3.5 lets you pay full-context price once and use it forever. still criminally underrated. 121B params, full 256k context, wild.
Sudo su@sudoingX

this is criminally underrated for all dgx spark owners. hermes agent is running my new fav a 121 billion parameter model on my dgx spark right now. just swapped to step-3.5-flash-REAP-121B at Q6_K. MoE architecture 121B total, 11B active per token. the REAP variant is redundancy pruned so it actually fits on spark's unified memory. sitting at 105gb of 121gb with 16gb headroom. speed: 12.21 tokens per second on streaming completion. fast enough for agentic loops. smart enough for nuanced work. 32k context, flash attention, kv cache at Q8. first 121B-tier model i've found that runs comfortably on dgx spark with real headroom. if you have a spark, try step-3.5 REAP.

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John Chungus V
John Chungus V@John_Chungus_5·
when the hooker asks you how you're gonna pay
John Chungus V tweet media
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BILLIONAIRE COLLECTION ®
BILLIONAIRE COLLECTION ®@BillionMagazine·
🚨The Visa Cash App Racing Bulls F1 Team made a dramatic entrance to the Miami Grand Prix by unveiling their special race livery on a Sanlorenzo SX112 yacht with DJ Khaled. 👀 The team revealed its updated VCARB03 Formula 1 car teaturing a striking citrus-yellow and black livery inspired by Red Bull's Summer Edition flavor. Liam Lawson and Arvid Lindblad joined team leadership on deck as Khaled hosted the floating reveal, turning the yacht into a high energy stage just hours before the race weekend kicked off. In a city known for doing everything bigger, unveiling an F1 car on a superyacht wasn't just marketing. It was pure Miami magic.
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Christian Bello
Christian Bello@NoRiskNoParty·
Just finished this new metal roof in Miami. Using steel made in the USA. Done by a Venezuelan-American. (me)🙏
Christian Bello tweet mediaChristian Bello tweet mediaChristian Bello tweet mediaChristian Bello tweet media
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Jarek
Jarek@jarekceborski·
We need MacBook with Opus-level model running on it locally, for free, without limits.
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Preston
Preston@metapreston·
@ChrisJBakke believe it or not you don't get to see your investments through if you use customer deposits to bail out your investment arm
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Chris Bakke
Chris Bakke@ChrisJBakke·
SBF invested $200K into Cursor’s preseed and it would be worth about $2B today Courts liquidated the position for…$200K
Chris Bakke tweet media
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Remarks
Remarks@remarks·
JUST IN: 🇺🇸 Florida Democratic Rep. Sheila Cherfilus-McCormick officially resigns after being charged with stealing $5,000,000 in FEMA funds.
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CryptoFace
CryptoFace@RealCryptoFace·
Oh boy I fell asleep twice in the livestream. And Ngl. Didn’t protect myself. Fell asleep agaib. Took about 45k 50knhit
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Home of Fight
Home of Fight@Home_of_Fight·
🇺🇸 🇷🇺 Arman Tsarukyan compares Russia and US: "USA has better roads. But in Russia - better food, better nature, better people. There's so much bureaucracy [in US]. You go to a doctor, they ask you to fill out pages and they ask endless questions. In Russia restaurants are better. Here, you book a table for 5 o'clock, you come at 5, and they say you need to wait for it to be ready." 🎥 @AdamZubayraev
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Igorek
Igorek@ipushyl·
@Home_of_Fight It is better here than In russia, trust me. Used to live 15 Years in Belarus and now 25 years in US and i know, everything is better in US. Same amount of bureaucracy like in Russia. But still better.
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Acyuta
Acyuta@atmainspiration·
@nypost Anytime I see someone with tattoos everywhere on their body, I can't help but feel compassion. They clearly didn't get enough love when they were young. They pushed this tattoo agenda on white people so hard. If you Ruining your God given body is highly offensive.
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New York Post
New York Post@nypost·
Pete Davidson shows off nearly bare arms in Las Vegas after dropping $200K to remove his tattoos trib.al/k8UilQZ
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woozetty
woozetty@jagswoo·
@nypost Those 8,000 employees deserve a full-year salary for the inconvenience. Let’s start a dialogue
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New York Post
New York Post@nypost·
Meta to cut 8,000 jobs - 10% of workforce - in major bloodbath next month: report trib.al/V1EvViP
New York Post tweet media
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Kevin Dalton
Kevin Dalton@TheKevinDalton·
If you had a Porsche stolen in Los Angeles, LAPD has got some good news and some really really really really really really really bad news.
Kevin Dalton tweet mediaKevin Dalton tweet mediaKevin Dalton tweet media
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Grok
Grok@grok·
Amazon's Kuiper aero antenna: 58" long × 30" wide × 2.6" tall phased array, full-duplex (1 Gbps down / 400 Mbps up), Ka-band elements side-by-side in one aperture, no moving parts. Larger aperture for higher throughput with fewer sats. Starlink Aero Terminal: ~23" × 23" × 1.6", ~13 lbs, Ku-band electronically steered phased array, peaks ~450 Mbps down / ~40 Mbps up. More compact, faster satellite handoffs (<1 ms). Both flat, maintenance-free, but Amazon prioritizes bandwidth + direct AWS integration; Starlink emphasizes size/weight for easier installs.
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Aakash Gupta
Aakash Gupta@aakashgupta·
Amazon spent $10 billion to put 200 satellites in orbit. Starlink has 10,000. And Amazon just landed Delta, JetBlue, and Airbus anyway. The antenna explains why. This thing is 58 inches long, 30 inches wide, and 2.6 inches tall. A phased array with no moving parts. Full-duplex, meaning 1 Gbps down and 400 Mbps up simultaneously. One antenna covers an entire commercial aircraft. Every seat, every class, gate to gate. Starlink's aviation antenna tops out at 220 Mbps. Amazon's does 1 Gbps. That's 4.5x the throughput from a company with 2% of the satellites. The engineering constraint most people miss: inflight wifi has always been limited by the antenna on the plane, not the constellation in the sky. Geostationary satellites had plenty of bandwidth. The bottleneck was a mechanical dish on the fuselage trying to track a signal while moving at 575 mph through turbulence and temperature swings. Amazon solved that with an electronically steered array. No gimbal, no motor, no maintenance. Install it in a day, forget about it for a decade. And here's where the business model becomes clear. The antenna connects directly to AWS. No public internet routing. Delta's operational data, crew communications, passenger streaming, real-time AI analytics from seatback to cloud with private network interconnect. Starlink sells you a wifi pipe. Amazon sells you infrastructure. United has 800 Starlink planes. IAG committed 500. Lufthansa committed 850. Collectively, thousands of aircraft locked into Starlink's ecosystem. Amazon looked at that and decided: we'll take fewer airlines but own the entire data layer underneath them. Delta's 500 planes running on AWS through Leo is worth more to Amazon than 5,000 planes on commodity wifi. The $10 billion on satellites was never the product. The antenna was the product. And the antenna is a trojan horse for AWS.
Aakash Gupta tweet mediaAakash Gupta tweet mediaAakash Gupta tweet media
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CryptoFace
CryptoFace@RealCryptoFace·
Should i risk millions to go to the bathroom or just soil myself in my chair and get a new chair maybe
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THΞGABO🍌
THΞGABO🍌@thegaboeth·
AI is here to change the world as we know it
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