deckbsd🌱🌐

/* InfoSec *//* Ham Radio *//* AI junior *//* UAV Enthusiast *//* Space dreamer *//* @SatNOGS *//* @LibreSpace_Fnd */

he/him/his

[Md Ismail Šojal 🕷️ @0x0SojalSec]

SUPER GEMMA 4 26B UNCENSORED GGUF v2 IS INSANE,

- 0/100 refusals (actually uncensored)
- Fixed all the tool-call + tokenizer jank
- 90% faster prompt processing
- Sharper, smarter, way more capable responses
- Perfect local beast for llama.cpp

Runs on 16 GB ,18, 22 GB VRAM (16.8 GB Q4_K_M file)

- https://t.co/OyotFPg7XJ

[Hugging Models @HuggingModels]

Ever wondered how a 35B parameter model can run on consumer GPUs? Qwen3.6-35B-A3B-NVFP4 is a Mixture of Experts model quantized to FP4, packing huge intelligence into a tiny memory footprint. This is the future of efficient AI.

[Bill Pollock -- [email protected] @billpollock]

Hope you enjoy this!

[Andrea Borgnino IW0HK @aborgnino]

A satellite has been jamming GPS over Europe https://t.co/nYDwdaAwZf

[Bill Pollock -- [email protected] @billpollock]

It's alive!

[Matt Brown @nmatt0]

I've had this side project on the backburner for a long time...

The XGecu line of universal programmers are awesome, but they come with some of the sketchiest proprietary Windows software ever. (XGPro)

MiniPro is an software program made to interact with the XGecu hardware. An open source XGPro alternative.

[Yasho @YShahinzadeh]

My First RCE by Reverse Engineering an EXE File With the Help of AI

A secure web app → a JS file leaking a download endpoint → a .NET binary → AI-assisted reverse engineering → a localhost WebSocket with no origin check → RCE

Write-up: https://t.co/CN6VM92hqA

[Alok @analogalok]

i just ran Google's brand new Unsloth Gemma4 12B dense GGUF on my RTX 4060 using llama.cpp + CUDA 13.2

21 tokens per second. on a budget consumer GPU. locally.

no API. no cloud. no subscription.

and the benchmarks are absolutely cooked

# first let's talk architecture because this is genuinely different

every multimodal model you've used has a frozen vision encoder + frozen audio encoder + LLM backbone glued together

Gemma 4 12B is different

it's a single decoder only transformer. that's it. vision? raw 48×48 pixel patches → one matmul → projected directly into the LLM

audio? raw 16kHz signal sliced into 40ms frames → linear projection → same LLM input space

no encoder tax. no latency penalty. no fragmented memory

to put the encoder savings in perspective:

old Gemma 4 26B approach:

- 550M param vision encoder (frozen)
- 300M param audio encoder (frozen)
- LLM backbone

Gemma 4 12B:

- 35M param vision embedder (a single matmul)
- no audio encoder at all
- LLM backbone handles EVERYTHING 550M → 35M for vision alone. that's a 15x reduction

this is why the gemma-4-12b-it-Q4_K_M.gguf is just 6.6 GBs!!!

and it has 256K native context context

# Benchmarks:

AIME 2026 (math olympiad): 77.5%
GPQA Diamond (expert science): 78.8% LiveCodeBench v6 (real code): 72%
Codeforces ELO: 1659
MMLU Pro: 77.2%
MATH-Vision: 79.7%
BigBench Extra Hard: 53%

inference → llama.cpp, LM Studio, vLLM, SGLang

llamacpp flags:

-m "gemma-4-12b-it-Q4_K_M.gguf" -ngl 99 -c 8000 -v --port 8080

Available on huggingface now! Link below

[r00t@al1en:~# @al1enr00t]

Your government can't see what you're doing online.

obfs4 bridges + ProxyChains = encrypted noise.
No signatures. No flags. No trace.
New identity every 30 seconds.

This is why they want to ban encryption. 🧅
#Tor #ProxyChains #OPSEC #Cybersecurity #InfoSec

[Steven Cheng @stevencheng]

Spent 4 months building the ultimate mosquito killer: an artillery cannon guided by computer vision + deep learning.

Trained a custom model to detect and lock onto mosquitoes using a DSLR + zoom lens setup.

The dataset collection phase was brutal — the mosquitoes definitely fought back 🦟

[Tom Dörr @tom_doerr]

Discovers real IPs behind Cloudflare

https://t.co/Ix3kVM6Tmt

[Abdulkadir | Cybersec @cyber__razz]

This video contains the main methodologies attackers use to hack Wordpress websites

[gus @igus_ai]

Un grupo de estudiantes chinos compró 7 Mac Mini en eBay por un total de 1.600 $, los conectó mediante Ethernet para formar un solo sistema y luego abrió una firma financiera basada en IA directamente en su dormitorio universitario.

Su primer cliente le pagaba a un asesor financiero 8.400 $ al año. Ellos cobraron 240 $ al año por hacer lo mismo, pero mejor.

Claude lee los informes 10-K en unos segundos, construye modelos de asignación sin sesgos de comisiones, ejecuta escenarios de optimización fiscal y proyecta la jubilación al dólar exacto.

Un asesor financiero que gestiona un portafolio de 500.000 $ cobra unos 5.000 $ al año solo por existir, y el 92 % de ellos rinde peor que un simple fondo indexado en 15 años.

Warren Buffett apostó 1.000.000 $ a que un simple fondo indexado del S&P 500 superaría a cualquier fondo de cobertura en 10 años. Ganó con 854.000 $ de ventaja.

Siete Mac Mini, un archivo CLAUDE.md y 240 $ al año reemplazaron a un equipo de analistas. Primer mes: 8 clientes. Segundo mes: 20 gracias al boca a boca.

1.600 $ invertidos una sola vez. El resto son solo líneas en una hoja de cálculo del cliente.

[The V Programming Language @v_language]

The V repo now has 830k lines of code!

Of those, 225k lines are tests.

V still compiles itself in 0.6 seconds on M5!

[SatNOGS @SatNOGS]

📌 The @SatNOGS Network 📡 is tracking some of the #satellites 🛰️🛰️ of the CAS500-2 rideshare.
#Falcon9
@SLDelta30
🌎🌍🌏
Follow all the updates at: https://t.co/p40WWLu4lk

[Vivek | Cybersecurity @VivekIntel]

DeepZero: Find Zero-Days While You Sleep with an Automated Kernel Driver Exploit Hunting Engine ⚙️💀

Parses → Decompiles → Scans → Ranks → LLM Analysis

Targets thousands of Windows drivers to uncover exploitable IOCTLs and hidden attack surfaces — fully automated pipeline with YAML.

Ghidra + Semgrep + LLMs + parallel execution + resumable state

Built for real vulnerability research, not surface-level scanning.

https://t.co/9YImng1JDb

#ZeroDay #VulnResearch #AppSec #ReverseEngineering #RedTeam #CyberSecurity

[Intigriti @intigriti]

how would you exploit this SQLi? 😎

[AMSAT-DL @amsatdl]

MAGNARO-II - Tigris (JJ2YXF) on 145.850 MHz over Bochum. #Cubesat #AMSAT

[Wakedxy @Wakedxy1]

Last month, during a pentest I was able to obtain unauthenticated access to Concrete CMS configuration details by triggering a "Conflicting Headers" exception in Symfony. I did this by sending a request with both Forwarded and X-Forwarded-Host headers. From that, I was able to retrieve sensitive environment information such as SMTP credentials, application paths, and system configuration. I recently published a Nuclei template that can help identify this misconfiguration and surface useful information for your future pentest/bug-bounty operations.

[Wakedxy @Wakedxy1]

Today, during a penetration testing engagement, I successfully bypassed the authentication form and gained admin access on the web application by exploiting a NoSQL injection using operators. To be honest, I always test it, but this is the first time it actually worked😄
https://t.co/LhA2dDQedB