https://xitter.cf/t.co/EQlVLGSEDF Fullstack dev. Always looking for something to work on. Check out my https://xitter.cf/t.co/qdEN5ug6B0
Nashville, TN
Joined October 2022
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Zelys - DFK Helper retweeted
NVIDIA's RTX Spark N1X puts up to 128 GB of unified memory and a Blackwell GPU in a Windows laptop. In our first AA-AgentPerf-Local results, an RTX Spark laptop completes our local agent workload on Qwen3.8 27B in 18.7 minutes
RTX Spark's N1X chip is essentially the GB10 from DGX Spark (20-core Arm CPU, 6,144-core Blackwell GPU), with up to 128 GB of memory at 300 GB/s. We tested a prototype 15-inch Surface Laptop Ultra (128 GB, $5,900), plugged in with Windows set to high-performance mode, using NVIDIA's published llama.cpp recipes where available
Key results:
➤ On Qwen3.8 27B the RTX Spark laptop finishes our default workload (8 recorded agent tasks, 168 model turns) in 18.7 minutes, close to DGX Spark (17.3), 2.0x faster than the MacBook Pro (M5 Pro, 64 GB, 37.6) and 1.8x faster than the AMD Ryzen AI Halo (34.5). The GeForce RTX 5090 desktop is fastest, at 4.9 minutes
➤ On Qwen3.6 35B A3B it takes 7.6 minutes, close to DGX Spark (7.3), and 1.6x faster than the MacBook Pro (11.9)
➤ On Ling 3.0 Flash, the largest current model we test, it takes 15.3 minutes, close to DGX Spark (14.9) and 1.6x faster than the Ryzen AI Halo (25.1). Its 77 GB of weights do not fit on the MacBook Pro or the RTX 5090
Read the full analysis: artificialanalysis.ai/articl…
Zelys - DFK Helper retweeted
Just a quick reminder that DFK is moving to Avalanche c-chain and players should login to DFK Chain and bridge any non-native tokens over to c-chain.
Zelys - DFK Helper retweeted
The bond market situation is crazy.
While everyone focuses on AI, US borrowing rates just hit the highest level since June 2007.
Credit card "serious delinquencies" are at the highest since 2010 and mortgage rates could near 8%.
What's happening? Let us explain.
(a thread)
Zelys - DFK Helper retweeted
And massive credit where it's due — @DFK_Helper built the original token-goat (github.com/DFKHelper/token-g…).
Every compression pattern, every bash filter, every hook handler came from their work. I just ported it to TypeScript so it fits my stack.
If you're on Claude Code, Codex, Gemini CLI, Cursor, Cline, or Aider — go install the Python original. It'll save you just as much. This port is just me learning by building on top of something great.
Zelys - DFK Helper retweeted
It's time for us to ban stock trading for all members of Congress, for the vice president, and for the president. Period.
Zelys - DFK Helper retweeted
I simply can't be anything but bullish on Bitcoin from here.
When BTC has been within ±5% of this same 4 Year Moving Average deviation, median forward returns were:
3M: +18.5%
6M: +61.3%
9M: +108.5%
12M: +141.3%
18M: +234.8%
24M: +309.8%
The 24-month median was a 4.1x.
Bitcoin psychologically waterboards everyone until only the people who understand the asset remain.
Then it teleports.
Zelys - DFK Helper retweeted
Bitcoin just kissing the 200 WMA.
Yesterday we hit $61,442.70, which actually pierced below the 200WMA by about 0.61%.
Bottom 9% of historical valuation, and historically this zone has produced median 12-month returns above 120% and median 24-month returns above 320%.
Buying more here.
Zelys - DFK Helper retweeted
I hate all gerrymandering and it should be illegal.
Full stop - it's awful when democrats do it, it's awful when republicans do it. American citizens have their voices and representation robbed of them.
Zelys - DFK Helper retweeted
Imagine getting in a time machine and going back to 1776 and telling the Founding Fathers that the King would one day be reminding America about the importance of democracy and our checks and balances. That is the timeline we’re living in.
Zelys - DFK Helper retweeted
Uncomfortable truths:
- If your AI agent deletes your production database it's a skill issue
- If your AI agent eats tokens like there's no tomorrow it's a skill issue
- If your AI agent produces slop code it's a skill issue
These agents are only as good as the people operating them.
Zelys - DFK Helper retweeted
Day 29 of The Great Pausening. Time flies when you're not having any fun because the only game you care about playing is paused indefinitely.
Zelys - DFK Helper retweeted
Day 24 of The Great Pausening. All team communications were lost in the snail mail. Embrace your patience and any good memories you might have. The 1 month mark approaches...
Zelys - DFK Helper retweeted
The last administration drove away the digital asset industry. It’s time to welcome them home with clear rules of the road.
Pass the Clarity Act.
Zelys - DFK Helper retweeted
Day 16 of The Great Pausening. Wondering and wandering but mostly waiting.
Zelys - DFK Helper retweeted
$7.1T FIDELITY: GOLD LOSING MOMENTUM AS BITCOIN REGAINS FLOWS
Fidelity data shows investors who rotated into gold during the drawdown are now moving back into Bitcoin, even as macro uncertainty remains.
At the same time, major players like Fidelity and BlackRock are actively buying $BTC, while gold is starting to roll over.
Stocks are under pressure, gold isn’t leading like it should… and Bitcoin is quietly reclaiming flows. That’s not narrative -- that’s capital rotating.
📸 Jurrien Timmer
