hoico

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[Glocal @sfc_glocal]

Hong Kong stages festivities to celebrate 29th anniversary of return to China

[NO1ennn @N01ennn]

FOUR M3 ULTRA MAC STUDIOS, ONE THUNDERBOLT FABRIC AND APPLE'S RDMA STACK TURNED A HOME OFFICE INTO A 1.5 TB UNIFIED MEMORY AI SERVER THAT RUNS EVERY OPEN FRONTIER MODEL AT ONCE

four maxed M3 Ultra Mac Studios sit stacked in a rack. the cluster pools 1.5 TB of unified memory across them. no dedicated GPU cards, no cuda, just apple silicon and the memory bandwidth apple built into the chip

one thunderbolt fabric links the four machines. macOS treats the pooled memory as one flat address space thanks to native RDMA support. the model loads once. every core on every machine reads from the same pool at the same time

apple loaned the hardware for the demo. the cluster fired up, and a single 700B parameter model loaded with room left over. no quantization, no offloading, no cloud fallback

the article covers the M3 Ultra Mac Studio at $4,199 base as Device 4, the no-compromise ceiling for a single machine local AI. this cluster is what happens when four of them get networked together over RDMA under one flat memory pool

bookmark before Apple quietly retires the top config and the only home path to 1.5 TB of memory closes

[ChainGPT Pad @ChainGPT_Pad]

ChainGPT Pad x Everything $5,000 Giveaway is Live!

We have partnered with @trdeverything ahead of their $E launch and we are giving away $50 in USDT to 100 Winners.

Here’s how to enter:
1️⃣ Like & Retweet this post
2️⃣ Follow @ChainGPT_Pad & @trdeverything
3️⃣ Submit your X Handle and EVM Wallet Address in the Google form below

https://t.co/o8Sn98A5IM

The campaign ends on 6 July, 12 PM UTC.

Good luck to everyone taking part💜

[fatima kline @fatima_kline7]

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✅ Follow me
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Winners announced next week.

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#FIGHTBETS #GIVEAWAY

[Danny @D3nny_crypto]

Your first million will be from a memecoin

[BOB @build_on_bob]

BOB Gateway now offers the best rates for native BTC ↔️ stablecoin swaps for the most popular trade sizes.

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[Shock.com @ShockCasino]

$500 if you can predict which corner the ball will hit ⚽️

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[HPE @HPE]

Hot off the HPE Discover stage: HPE is helping customers transform into agentic enterprises and move AI into production with greater security, governance, and control.

Learn more.

[Wayfront @WayfrontHQ]

Agencies selling services, not hours, need more than invoices.

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[Rohit Upadhyay @imRohit_IND]

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@grok ✨ Divine Blessings ✨

[Ash Crypto @AshCrypto]

Successfully wasted my adult life in crypto.

[QVAC @qvac]

Yesterday we announced that the QVAC SDK update unlocked up to 5x more context on your device thanks to TurboQuant.
Today, we’ll go through how we got there.

TurboQuant (Google Research, ICLR 2026) is a two-stage KV-cache compression algorithm.

Stage 1 - PolarQuant: convert KV vectors from Cartesian (x, y, z...) to polar coordinates. Angles compress predictably down to 3-4 bits.

Stage 2 - QJL: 1-bit Johnson-Lindenstrauss correction. Cleans up residual error.

Total: ~4-5 bits per value. No retraining. No calibration.

QVAC ported it to Vulkan inside qvac-fabric-llm.cpp.

Currently, TurboQuant is supported only for AMD & NVIDIA GPUs, support for iOS, Android & Apple Silicon coming next.

Full algorithm walkthrough + benchmarks + code examples →

https://t.co/SDX4G2vDuB

[hoico @hoico6]

Great

[Degen @degencom]

$500 24 hours 10 winners just RT quoted tweet 💚

[Degen @degencom]

$500 24 hours 10 winners just RT quoted tweet 💚

[Penguin @PenguinWeb3]

most people use a second brain like storage:

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the real value starts when the system can show you what keeps repeating

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that’s when notes stop being notes and start becoming memory

check full breakdown bellow

[EDF & Moi @EDFetMoi]

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[hoico @hoico6]

@EasyA_Kickstart @SamandWell75056 @KylieJenner

[EasyA Kickstart @EasyA_Kickstart]

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