iOS Engineer, Anime fan, ラノベ、アニメ愛好者, 日本語の初心者です, Linux Learner, Interesting in Tech, Cloud Technology, Game related.
Joined July 2009
- Tweets 4,757
- Following 286
- Followers 104
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128 Photos and videos
1/3 Gemma 4 26B-A4B EAGLE-3 vs Native MTP
EAGLE-3 works on consumer GPUs, but it's no guaranteed win w/ low VRAM. It highly depends on task types.
Good (Fixed): JSON, code, math, summary.
Bad (Fluid): Translation, creative writing, chat, RP.
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3/3 VRAM & Verdict
In tight VRAM (e.g. 16GB) or long context, EAGLE-3's speculator cost can choke performance. If acceptance rate drops, it's slower than raw inference.
MTP: Reliable daily driver.
EAGLE-3: Specialized nitro-boost for structured outputs.
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2/3 Architecture Philosophy
EAGLE-3 needs a fast base, cheap speculator, & VRAM budget.
MTP (Qwen/Gemma 4) is better for local LLMs:
Qwen: Native path, 0 extra VRAM.
Gemma 4 (A4B): MTP-based, <1GB, shares embedding & KV cache.
MTP is far gentler on small VRAM setups.
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Williamliao retweeted
3 Sep 2025
THIS IS INSANE…🔥
Someone just leaked 1,200 plug-and-play N8N workflows and it’s breaking the internet 👀
They scraped everything from the official docs, GitHub, AND hidden forums 😮💨
⚡ AI-powered lead gen
⚡ Auto content repurposing
⚡ Sales & CRM automation
This vault would cost a lot to build from scratch.
LIKE RETWEET COMMENT “YES” & I’ll send you the FULL workflow setup FREE!
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20 Aug 2025
Really curious to try Perplexity Comet — the AI-native browser everyone’s talking about.
I’d love to use it for:
•Deep research on AI & tech
•Creative exploration & writing
If anyone has an invite link, I’d be super grateful 🙏
#AI #Perplexity #Comet
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10 Aug 2025
Grok Imagine prompt:
An ultra-detailed anime-style masterpiece in high resolution with vibrant colors, portraying a young Japanese girl with long, wavy black hair adorned with a white flower ornament, sitting on dewy grass at a mountain overlook.
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Williamliao retweeted
19 Jun 2024
In celebration of the upcoming Aoi Tori Steam release, we're going to be giving away 5 Steam keys! To enter follow the link below. Wishlists on Steam get you 2 entries, following our publisher group another 2, and following our Twitter is an extra entry! gleam.io/I9ARs/aoi-tori-stea…
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Williamliao retweeted
25 Apr 2024
【LAST KINGDOM PV Commemoration Event】
Commanders, thank you for your support! As we welcome our 1.5 Anniversary, we're also having a giveaway!
How to Join
1. Follow @NIKKE_en
2. Repost this tweet
Rewards
1. Crown & Kilo Acrylic Stand set x15
2. 1.5 Anniversary Stickers set x15
3. 1.5 Anniversary Fridge Magnet x15
Event Duration
📅 4/25 ~ 5/1 23:59 (UTC 9)
Download here
🔗: bit.ly/3RzKZmA
Sweepstakes
🔗: bit.ly/44gpgrK
#NIKKE
#NIKKEAnniversary
#Contest
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22 Feb 2024
6/21 Let’s Return to The Lands Between!!! Can’t wait for this.
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Williamliao retweeted
1 Mar 2022
People in Russia protesting war in Ukraine. Mothers with 5 kids age 7-11 went to leave flowers by Ukrainian embassy in Moscow. All got arrested and brought to police station, mothers are threatened to lose custody of the kids.
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20 Oct 2021
Happy that's company final give me a hole new mac. Say goodbye to slowly compile.
9 Jun 2021
Just want's to try Apple lossless music on MAC, but found my MacBook can not be upgraded to Big Sur. I found a new reason to buy a new mac.
Williamliao retweeted
9 Nov 2020
#Taiwan is AGAIN excluded from today's World Health Assembly.
Seven Covid-19 deaths without harsh lockdowns. We have much to learn from them.
It's indefensible that China plays geopolitics with our health.
Retweet if you agree!
@DrTedros @WHO @MOFA_Taiwan
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16 Sep 2020
Xcode 12 is a nightmare for developer who have only 128g Mac from company.
12 Dec 2019
Recommended read on @Medium: “如何整合 Sign in with Apple 到自己的 iOS App 上 (iOS & Backend)” ift.tt/38olWNE
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