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Ryan Fogle
98 posts

Ryan Fogle
@fogle_ryan
Non-tech guy running local LLMs on DGX Spark | Documenting experiments, benchmarks & the real learning curve | AI for everyone
Virginia, USA Katılım Nisan 2026
234 Takip Edilen48 Takipçiler

You are still early. Extremely early!
Updated July 2026:
Each dot = ~3.3 million people
2,500 dots = 8.3 billion humans
Gray: Never used generative AI → 5.9 billion (71%)
Green: Free chatbot users → 2.3 billion (28%)
Yellow: Pays for AI → ~80 million (1%)
Red: Uses coding agents → ~12 million (0.14%)
Most of humanity still has no idea what’s coming.
~2% of U.S. households pay for AI subscriptions.
We’re not even close to mainstream yet.
Source: gradually.ai (July 2026)

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Dreams money can buy - 2x DGX Stations
Most advanced local rig on here. Displaying CX8 connection
2x DGX Stations - GLM 5.2 nvfp4 (120 tok/sec) by @alecqfong @NVIDIAAI

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@MiaAI_lab Setting this up right now. I really don’t understand the logistics of something like this or how it is even done. I’m gonna have to look into it.
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Rejoice single DGX Spark owners! 💫
DeepSeek v4 Flash for single DGX Spark BEATS the 2x DGX Spark version on agentic workflows! 🤯🤯
Haven't done full coding tests but for agentic workflows it BEATS the FP8 version running on vLLM running on dual DGX Sparks. I fully expect it to be great at coding too!
However, it's much slower, as expected:
Aggregate tok/s (1-2-4-6-8-12)
26.7 tok/s → 32.9 → 46.5 → 54.1 → 58.5 → 58.5 tok/s
Per-stream progression:
26.7 → 16.5 → 12.1 → 9.5 → 7.7 → 5.2 tok/s
That means up to 59 tok/s across 12 concurrent sessions.
This is the best model to run on a single DGX Spark! All credits go to @bleysg!
I have published a simple start/stop recipe:
github.com/MiaAI-Lab/Deep…
I still recommend running DeepSeek v4 Flash on 2x DGX Sparks because the speed difference about 3x.
Additional details below 👇

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SpaceXAI just launched a limited-time discount on Grok credit top-ups
If you hit your usage limits, you can now buy extra credits at up to 45% off through August 14:
• $5: 10% off
• $20: 20% off
• $50: 30% off
• $100: 40% off
• Larger custom top-ups: up to 45% off
A $500 credit purchase now costs just $275
A seriously good deal for heavy Grok users who do not want to wait for their limits to reset

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i'm in awe.... 16 DGX-Spark/GB10's cluster is being created here.. First one i have seen. you're not following @ciprianveg and watch what he is building frontier level local consumer inference monster, you might be missing out on the future when 1, 2, 3T parameter is locked out for you
llmwish.open@ciprianveg
Preparing 16xGB10 cluster for Kimi K3, Deepseek V4 Pro, and future GLM 5.5 and Minimax M4..
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@wicksplay That is a crazy stat 5 years from now will look very different
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Ryan Fogle retweetledi

@CardilloSamuel That’s crazy i’ve seen those before, but never really knew exactly how people did it congrats though 500k!
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Grok Imagine 1.5 has been so cool to play with.
Prompt: Someone is on roller blades zooming while skating on a black hole like it is a solid surface getting closer to the center
@grok @SpaceXAI
Anyone else testing the new update? Drop your best ones below 👇
#GrokImagine
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Holy shit.
My first-ever 𝕏 Creator Revenue Sharing payment just landed:
$705.65
I started posting seriously on January 6 with no audience, no playbook, and absolutely no idea where any of this would lead.
Seven months later, something I built one post, one reply, and one conversation at a time just paid me real money.
I’m proud as hell.
But mostly, I’m grateful.
To every person who followed, replied, reposted, bookmarked, encouraged me, challenged me, or gave one of my strange little internet experiments a chance:
Thank you. You made this possible.
I’m also making a promise right now:
I’ll always be transparent about what I earn on 𝕏.
I’ll share the wins, the slow months, the numbers, and the lessons.
I want other small creators to see what’s genuinely possible without the smoke, mirrors, or rented Lamborghinis.
First payout: $705.65.
I still can’t believe I get to type that.
We’re just getting started. 🥹

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Benchmarked @OxSero's DeepSeek V4 REAP on my Single DGX Spark: it looks like it is a bit better than the Laguna S 2.1 and Fable Fusion 27B models I had been using. huggingface.co/0xSero/DeepSee…
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Ryan Fogle retweetledi

Connect Superwhisper to Grok Build with your SuperGrok or X Premium subscription
superwhisper@superwhisper
Keep a tab on your agents from anywhere. Our integration is now live in @Grok Build✨
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@fogle_ryan @composio @NousResearch Those are my two favorite, you can also use Hermes for your orchestrator and planner and have it delegate to work through pi as the actual implementation harness. Which means you still have a conductor in Pi who carries out the orchestration.
Hermes becomes management & QA
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REAP out, this is temporary for DGX Spark enjoyers
Will work on exl3 which will retain all experts and perform better
In the meantime, enjoy!
huggingface.co/0xSero/DeepSee…
0xSero@0xSero
Deepseek-v4-Flash got a big update - 82.7 terminal-bench-2.1 - 54.4 deepswe - 76.7 cybergym Basically trailing Opus-4.8 by 3 points or so for each bench I care about. 77 tok/s @ 1m context window on 2x sparks with Gemma-4-12B running aside it for vision
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