@CosmicMonad @bnjmn_marie Can agree from experience. Its straight dog water when it comes to tool calling. Been running qwen3.5 35b and it just works perfectly 👌
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++0ptim4l
530 posts
++0ptim4l
@x0ptimal
⚡︎ 21st Century Netrunner ⚡︎ x Falling into the Abyss x
Katılım Kasım 2024
487 Takip Edilen20 Takipçiler
@bnjmn_marie Gemma4 constantly fails at tool calls. Whatever this is - it's not a benchmark, it's a glaze job to try to make a piece of trash, gemma4, seem like it can compete with qwen3.5-27b.
It cannot. Quit trying to make a pile of dung smell like roses.
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I published my full analysis comparing Gemma 4 31B vs Qwen3.5 27B.
> Best accuracy: Gemma 4 31B
> Best token efficiency: Gemma 4 31B
> Best raw inference throughput: Qwen3.5 27B
> Best memory footprint: Qwen3.5 27B
> Best end-to-end latency: task-dependent, with Gemma 4 slightly ahead on harder tasks and Qwen3.5 ahead on simpler ones
> Best “fast” mode: Gemma 4 31B with thinking disabled
> Best generalization / least benchmark affinity: Gemma 4 31B
All the results and data here:
kaitchup.substack.com/p/gemma-4-31b-…
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++0ptim4l retweetledi
🚨 `Super Gemma 4 26B Uncensored` is insane.
@songjunkr is COOKING AGAIN ♨️♨️♨️
he just dropped SuperGemma4-26B-Uncensored GGUF v2 and it is already trending on Hugging Face.
This thing absolutely smokes the regular Gemma-4 26B.
The specs:
→ 0/100 refusals. It is actually uncensored.
→ Fixed all the tool-call and tokenizer jank.
→ 90% faster prompt processing.
→ Sharper, smarter, way more capable responses.
→ It is the perfect local beast for llama.cpp. It runs on around 18-22 GB VRAM (the Q4_K_M file is 16.8 GB), meaning you can even run it on 16 GB GPUs.
A 31B version is in the works and should be out soon.
Pull this version on @huggingface below ↓
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++0ptim4l retweetledi
This guy is definitely not human. (Reuploaded)
Green Screen Videos by Murdoink@MurdoinkGS
Doorbell guy "open the door, this is my neighborhood, open the fucking door" green screen
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++0ptim4l retweetledi
New Model:
huihui-ai/Huihui4-48B-A4B-abliterated
huihui-ai/Huihui4-48B-A4B-abliterated is a Mixture of Experts (MoE) language model developed by huihui.ai, built upon the huihui-ai/Huihui-gemma-4-26B-A4B-it-abliterated base model. It enhances the standard Transformer architecture by replacing MLP layers with MoE layers, each containing 256 experts
huggingface.co/huihui-ai/Huih…
huihui.ai@support_huihui
We have successfully merged huihui-ai/Huihui-gemma-4-26B-A4B-it-abliterated and TeichAI/gemma-4-26B-A4B-it-Claude-Opus-Distill together to create a 48B abliterated version. The number of experts has been upgraded from 128 to 256, with the expert modules left unabliterated. If anyone is interested, We can upload it to HF.
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++0ptim4l retweetledi
A fully local 26B MoE model was built for red teaming and bug hunting.
Trained on elite bug reports and real evasion tactics. DPO fine-tuned for hunter mindset.
Claude sees your payloads in logs; that's why BugTraceAI Apex 26B local MoE for real red teamers.
- executes WAF bypasses with internal thinking blocks.
- It enforces deep internal reasoning before generating any output.
- Delivers production-grade WAF/EDR evasion with AES-256-GCM obfuscation.
- Zero refusals, Trained on real-world elite reports and evasion techniques.
Fits in 16.7GB. Runs on RTX 3060.
- huggingface.co/BugTraceAI/Bug…
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++0ptim4l retweetledi
Let me introduce you to GrapheneOS, send 0 data to G**gle.
Nav Toor@heynavtoor
Your Android phone is sending data to Google every 4.5 minutes. Even when you're not touching it. Even when the screen is off. A peer-reviewed study from Trinity College Dublin confirmed it. 12 settings to change right now:
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@THESTREETVOICE3 Those that are finding bugs are those that mainly focus on one branch of infosec. There are a plethora of subcategories. If you're always topic hopping you'll never reach that level of expertise that others do. Breadth vs Depth at the end of the day.
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You've been studying cybersecurity for 3 years and still feel like you know nothing. Someone else has been doing it for 1year and is already finding bugs in real systems. Is the gap talent, methodology, or something else?
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++0ptim4l retweetledi
🚨 PDFs are officially broken.
Someone just dropped a tool that converts PDFs → clean Markdown
at 100 pages/sec 🤯
Tables? Extracted.
Messy layouts? Fixed.
Nested data? Perfect.
No GPU. No cost. No excuses.
It’s called OpenDataLoader.
This kills 90% of manual data work.
repo link: → github.com/opendataloader…
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A Danish youtuber has been playing Red Dead Redemption 2 at 4 FPS every day.
He said that the first missions took him over 12 hours to complete.
His PC is a laptop with an i5-8300H and a 1050ti with 4gb
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++0ptim4l retweetledi
++0ptim4l retweetledi
The FLARE team now freely distributes its quality reverse engineering and malware analysis educational content at github.com/mandiant/flare…. Launched with:
- Malware Analysis Crash Course
- Go Reversing Reference
- Intro to TTD
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++0ptim4l retweetledi
If you are interested in how EDRs are bypassed in real world malware:
blog.talosintelligence.com/qilin-edr-kill…
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++0ptim4l retweetledi
update [3 months]
Frey@offsecrunner
I’ll share this exact Excel sheet at the end of the year :) Let’s see how it goes.
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++0ptim4l retweetledi
@zack0x01_ Don't know about "out performing" subfinder. One of subfinders key features is the ability to add API keys and use multiple sources to discover subdomains. Just adding 3 free to use API keys results in subfinder discovering 2025 tesla subdomains. Tool is neat though.
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recox.hackerz.space is outperforming most recon
tools 🔥🚀:
🔴waybackurls → 10,184
✅recox → 53,030 🔥
🔴subfinder → 896
🔴subd...c99nl → 896
✅recox → 901 ⚡
check it out : recox.hackerz.space
#bugbounty #bugbountytips
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@wld_basha @ArchAngelDDay Is it really out of the realm of impossibility for an almighty being to willfully choose to limit his ability and enter creation thus limiting himself to the confines and limitations of human beings? If something like that is impossible for God then how can one be called God?
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@ArchAngelDDay Seriously though, how can god creator of all and everything infinite, be reborn (?) as human then die as human(where concept of death contradicts with god), Jesus please peace upon him son Mary was a prophet who was sent by a miracle (being born without dad) to israelites
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