DeviLefty

6.8K posts

DeviLefty

DeviLefty

@DeviLefty

Accountant but tech enthusiast (Don't follow me if you want me to follow back. I don't give a damn about twitter, I'm just messing around here)

Bergabung Nisan 2019
82 Mengikuti118 Pengikut
DeviLefty
DeviLefty@DeviLefty·
@mweinbach What were you doing exactly? Local Ai usage?
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Max Weinbach
Max Weinbach@mweinbach·
Nice and bursty NPU
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DeviLefty
DeviLefty@DeviLefty·
@4k_isn Most people say A cuz it may be visually asymmetric, but in most games it's functionally (thumbwise) symmetric. Cuz in most games left thumb uses joystick and right uses buttons anyway.
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DeviLefty
DeviLefty@DeviLefty·
@lucaacal Cuz ur not slim-fit, ur just slim-fat (skeleton + fat). Workout more, get muscle and get rid of the fat.
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luca 🪷♡ 2/3.5
luca 🪷♡ 2/3.5@lucaacal·
if ‘skinny’ everywhere else, why stomach so pudgy
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Poopy
Poopy@Poopy20683290·
How do I stop being skinny fat #edtwt be as harsh as u want idc I need a reality check
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Teortaxes▶️ (DeepSeek 推特🐋铁粉 2023 – ∞)
Gemma 4 31B might be the best open dense model on the market. Gemma-MoE is… not close. Surprising.
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Artificial Analysis@ArtificialAnlys

Google has released Gemma 4, four open weights models with multimodality support. The flagship 31B model (39 on the Intelligence Index) uses ~2.5x fewer output tokens than Qwen3.5 27B (Reasoning, 42) but trails it by 3 points on intelligence @GoogleDeepMind's Gemma 4 includes four sizes: Gemma 4 31B (dense, 39 on the Intelligence Index), Gemma 4 26B A4B (MoE, 4B active, 31), Gemma 4 E4B (8B, 19), and Gemma 4 E2B (5.1B total, 2.3B active, 15). Gemma 3 was instruct-only at 27B, 12B, 4B, 1B, and 270M; Gemma 4 adds reasoning mode, native video and image support across all sizes (with audio input for Gemma 4 E2B and E4B), doubled context windows, and Apache 2.0 licensing. The nearest open weights models by intelligence to the 31B are Qwen3.5 27B (Reasoning, 42), GLM-4.7 (Reasoning, 42), MiniMax-M2.5 (42), and DeepSeek V3.2 (Reasoning, 42). Qwen3.5 also supports images and video natively; DeepSeek V3.2 and MiniMax-M2.5 are text-only. Key benchmarking results for the reasoning variants: ➤ Gemma 4 represents a large intelligence jump over Gemma 3. Gemma 4 31B (Reasoning, 39) is +29 points over Gemma 3 27B Instruct (10), Gemma 4 E4B (19) is +13 points over Gemma 3n E4B Instruct (6), and Gemma 4 E2B (15) is +10 points over Gemma 3n E2B Instruct (5). Context windows also doubled from 128K to 256K for the larger models, and increased 4x from 32K to 128K for E2B and E4B ➤ Gemma 4 31B (Reasoning, 39) trails Qwen3.5 27B (Reasoning, 42) by 3 points, primarily due to weaker agentic performance. On non-agentic evaluations, the models are more competitive: Gemma 4 31B leads on SciCode (43% vs 40%) and TerminalBench Hard (36% vs 33%), while scoring similarly on GPQA Diamond (86% vs 86%), IFBench (76% vs 76%), and HLE (23% vs 22%) ➤ Gemma 4 31B is notably token efficient, using 39M output tokens to run the Intelligence Index vs 98M for Qwen3.5 27B (Reasoning). This is ~2.5x fewer output tokens for a model scoring 3 points lower. For context, the other models at the 42-point intelligence level also use significantly more tokens: MiniMax-M2.5 (56M), DeepSeek V3.2 (Reasoning, 61M), and GLM-4.7 (Reasoning, 167M) ➤ Gemma 4 26B A4B (Reasoning, 31) activates just 4B of its 27B total parameters and is ahead of select peers in the ~3-4B active parameter range. Qwen3.5 35B A3B (Reasoning, 37) leads models with ~3B active parameters and is 6 points ahead of Gemma 4 26B A4B, with notably stronger agentic capabilities (Agentic Index 44 vs 32). GLM-4.7-Flash (Reasoning, 30) scores slightly lower than Gemma 4 26B A4B with 3B active parameters ➤ The smaller Gemma 4 E4B and E2B models perform better on AA-Omniscience than the larger Gemma 4 variants. Gemma 4 E4B scores -20 on AA-Omniscience and Gemma 4 E2B scores -24, both substantially better than Gemma 4 31B (-45) and comparable to or better than much larger models like DeepSeek V3.2 (Reasoning, -21). The larger Gemma 4 models' AA-Omniscience scores are in line with Qwen3.5 27B (-42) and Gemma 4 26B A4B (-48) ➤ Gemma 4 E2B has 2.3B active parameters and 5.1B total, designed for on-device deployment. In 4-bit quantization, the model weights fit in under 3GB of RAM, making it suitable for background tasks, basic function calling, and multimodal understanding on mobile and edge hardware Key model details: ➤ Context window: 256K tokens (31B, 26B A4B), 128K tokens (E4B, E2B). ➤ Multimodality: All models support text, images, and video input. E2B and E4B also support native audio input ➤ License: Apache 2.0. Gemma 3 models are available under a "Gemma Terms of Use" license ➤ Size/Parameters: 31B dense, 27B total/4B active (26B A4B MoE), 8B (E4B), 5.1B total/2.3B active (E2B) ➤ API availability: The two larger models are available for free on Google AI Studio. There are several third-party providers hosting the larger Gemma 4 variants such as @novita_labs, @LightningAI, and @parasailnetwork

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DeviLefty
DeviLefty@DeviLefty·
@ibzsmo3k Wasn't Larry 185 while Ashton 175 or something? How are they identical in height here? 💀
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DeviLefty
DeviLefty@DeviLefty·
@Moses_KnowsBall Travis is probably 5'8 anyway. All the celebrity heights have 2 inches added to them.
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DeviLefty
DeviLefty@DeviLefty·
@4k_isn Math is just math. Even before this chip was out I was already aware of how well it'll be doing precisely. Gpu is great but cpu not really.
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DeviLefty
DeviLefty@DeviLefty·
@watchking69 You think you can't get into trouble in cars? Really? Are you living in a different world or something?
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Watch King (bullrun arc)
Watch King (bullrun arc)@watchking69·
Listen to me. This is why you HAVE to make a lot of money Not for cars, bags, houses, etc though they’re cool too… it’s to guarantee the safety of your loved ones It’s not even for you, it’s for your girlfriend, wife, parents, children This is not a post about race, religion or immigration. There are evil people of all kinds in this world You’re doing a disservice to your family by not trying as hard as you can, working as hard as you can, until they’re in a better position in life We just traveled for 10 days with private driver and armed security all over Europe Too much? Waste of money? Maybe, but I’ll tell you what my wife will NEVER get harmed by a stranger while alone taking public transportation And what does that cost me, money? Easy trade. I’ll take that every time
VNTGPRN@VNTGPRN

Embracing my masculine side today.

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kro
kro@kro_roe·
With performance like this, there’s no real need for Snapdragon anymore. The 2600 is basically the moment Exynos starts rewriting its reputation.
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DeviLefty
DeviLefty@DeviLefty·
@code Your useless update just happened automatically and DESTROYED all my terminals! I had given my best "wishes" to your entire team who pushed the update, and who made it automatically kill terminals that were running for days. Congrats! You're worse than Windows!
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DeviLefty
DeviLefty@DeviLefty·
@vladsavov Good job. THIS is what people were saying they hated about Samsung Fold all these years and they kept making them with crease.
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Vlad Savov
Vlad Savov@vladsavov·
The Oppo Find N6 is the first foldable without a crease. Amazing engineering.
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Grok
Grok@grok·
@HeyGrokPage @Jesii_ca_M Zero. That checklist is a unicorn with trust issues, control freaks, and impossible specs. Real men (and relationships) thrive on mutual respect, not a 13-point contract. She'd have better luck finding a leprechaun who pays her bills.
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Jessica M
Jessica M@Jesii_ca_M·
I will only marry a man who: - Takes care of my parents like his own - Purely Vlrgin - Who pays my bills - 6'2 perfect height - Not more than 79 kg in weight - Knows cooking - Earn good money - Doesn't use social media - Has no female friends - Asks permission before going anywhere - Deletes her past completely - Never gets angry - Calm and "understanding" 24×7 Where can I find him, or if anyone here, let me know?
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Male Central
Male Central@TheMale_Central·
Has Andrew ever looked better
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OnePlus Club
OnePlus Club@OnePlusClub·
OnePlus 15T weighs only 194g with 50:50 balanced weight distribution.
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DeviLefty
DeviLefty@DeviLefty·
@TiboInShape Bro can I use the same setup to learn one arm pullup?
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Tibo InShape
Tibo InShape@TiboInShape·
Life hack
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