Proof of Work is never found; rather, merely satisfied.
Atlas mnt
Joined February 2013
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JusticeGate retweeted
Introducing 𝙻𝙵𝙼𝟹: our new generation of Liquid Foundation Models. With a new tri-hybrid architecture and new multimodal encoders, the LFM3 family is the ideal model suite for specialized intelligence.
> 6 model instances, across text, audio, vision, and omni modalities, generative and decision models.
> 𝙻𝙵𝙼𝟹-𝟷.𝟽𝙱: text, 256k context window.
> 𝙻𝙵𝙼𝟹-𝚅𝙻-𝟸𝙱: vision-language model with video-input support for spatial understanding
> 𝙻𝙵𝙼𝟹-𝙰𝚞𝚍𝚒𝚘-𝟸𝙱: tool calls, voice chat, reasoning in 18 languages.
> 𝙻𝙵𝙼𝟹-𝙾𝚖𝚗𝚒-𝟸𝙱: an omni model combines vision, audio, and language.
> 𝚍𝟷-𝟸𝙱 and 𝚍𝟷-𝙾𝚖𝚗𝚒-𝟸𝙱: decision models with typed outputs and calibrated probabilities in a single pass. Omni adds audio input.
> fine-tune on 1 GPU.
> a new tri-hybrid architecture
> architecture optimized for 14 processor classes across GPUs, CPUs, and NPUs.
> 𝙻𝙵𝙼𝟹-𝚅𝙻-𝟸𝙱 is a beast. It performs competitively with Gemma 4 12B (6x larger), and Gemini 3.5 Flash Lite, and GPT-5.6 Luna, with 1.9B parameters.
> 𝙻𝙵𝙼𝟹-𝟷.𝟽𝙱 is #1 on the Pareto frontier of device intelligence 𝚙𝚒𝚙𝚎𝚝𝚝𝚎.𝚕𝚒𝚚𝚞𝚒𝚍.𝚊𝚒
Every modality for specialized intelligence. Pick the one that fits your use case, customize it, and run it on-device.
1/ 🧵
JusticeGate retweeted
NVIDIA releases Nemotron-3.5-Bolt-E4B, a new model that runs locally on 6GB RAM. 💚
Bolt-E4B can run on edge devices like phones and delivers top-tier performance for its size. Trained on Gemma 4, it supports vision.
GGUF: huggingface.co/unsloth/NVIDI…
Guide: unsloth.ai/docs/models/nemot…
Available now: NVIDIA Nemotron 3.5 Bolt E4B 4GB ⚡️
Our newest small open model is built for local assistants, interactive characters and robots that can carry on a conversation and use tools to get things done.
Watch Reachy Mini chat and move, with Bolt handling conversation and NVIDIA Cosmos handling vision. Both models run locally on Jetson Orin Nano 8GB.
Learn more: research.nvidia.com/labs/nem…
JusticeGate retweeted
This is REA for objects.
You see something you like and you can print it starting from a picture or a description
github.com/mfranzon/print3d
JusticeGate retweeted
🚨🚨🚨 ALERTE SÉCURITÉ MAXIMALE ! Python est compromis.
🔸 Mettez immédiatement pip à la version 26.2.2 ou plus.
🔸 Dans chaque projet Python (chaque venv) : python -m pip install --upgrade pip
🔸 uv : uv self update (0.13.4 ou plus)
🔸 Mettez aussi à jour les certificats du système (apt / dnf upgrade ca-certificates) et vos images Docker
pip install est compromis.
L'autorité indienne eMudhra (emSign), qui signe les « passeports » prouvant qu'un site est bien celui qu'il prétend être, utilisait des clés secrètes ridiculement faibles : 8 clés, toutes inférieures à 256. L'une valait 4. Autrement dit, n'importe qui peut fabriquer un faux passeport valide pour n'importe quel site.
Le risque pour Python : quelqu'un sur ton réseau (wifi public, FAI, État) se fait passer pour pypi.org, et ton « pip install » télécharge un paquet piégé sans aucune alerte. Aucune attaque n'a été signalée pour l'instant, mais c'est trivial à faire.
Un paquet piégé peut installer n'importe quoi. Porte dérobée, virus, vol d'informations en tout genre.
La situation est terrifiante !
Rien que dans l'écosystème Python, chaque installation de CPython, chaque venv, uv, tout est exposé.
Et je ne vous parle même pas de npm, pnpm, yarn, Go, Rust.
Ma stratégie de sécurité 2026 : rester chez moi et ne me connecter à Internet que depuis un FAI de confiance.
C'est quand il y a de la mer qu'on reconnaît les vrais marins...
Readers added context they thought people might want to know
Ce n'est pas un bug Python mais une vulnérabilité des clés privées faibles des certificats intermédiaires eMudhra/emSign (d<256 dont une valant 4), exposant les bundles certifi/pip à des MITM TLS potentiels jusqu'aux mises à jour.
discuss.python.org/t/information-…
emudhra.we-have-a-problem.com
scotthelme.co.uk/eight-bits-of-…
github.com/advisories/GHS…
JusticeGate retweeted
Listen to what my Cohen-style Chamber Folk singer has done with this classic Bitcoin sea shanty by @BTCMinstrel... WARNING: you might pitty the no-coiners after this:
JusticeGate retweeted
Jailbreak Downloads page has been updated and reflects the latest released tools for iOS 26, iOS 18 and iOS 17 as well a the announced to be released iOS 27 untethered tool for iPhone 18 Pro.
✅ Jailbreak Downloads: idevicecentral.com/jailbreak…
JusticeGate retweeted
Turn Claude Code into your job-search assistant.
Clone this repo, fill in your profile, and it evaluates job opportunities, tailors your CV, writes cover letters and helps you prepare for interviews.
github.com/MadsLorentzen/ai-…
JusticeGate retweeted
iPhone 18 Pro jailbreak Untethered on iOS 27.0.1 live on stage at Hexacon.
Root access that persists across reboots on the latest public release.
JusticeGate retweeted
RUN UNCENSORED AI MODELS ON YOUR OWN PC FOR FREE
even low end PCs can run local AI models, including models for adult roleplay and 18+ writing
how to set it up
1. install Ollama
ollama.com/download
2. choose a model for your hardware
low VRAM: ollama.com/s1gnature/gemma4-…
8–12GB VRAM: huggingface.co/igorls/gemma-…
16GB+ VRAM: ollama.com/search?q=gemma-4-…
3. copy the run command from the model page and launch it in your terminal
prefer a visual interface?
lmstudio.ai/download
JusticeGate retweeted
this is the most DANGEROUS thing on internet today...
REA (Reverse Engineer Anything) - this open source MCP lets your AI agent reverse engineer any app, down to the binary
i gave Opus 5.5 one 49-line prompt and it turned into a reverse engineer that never guesses
paste it into Claude Code in an empty folder and it walks you through any app step by step ↓
step 0 → it remembers: progress saves to REA-TASK.md, so you can stop anytime and pick up where you left off
step 1 → it asks you 4 questions first: what to inspect, where it is, which one feature, and what you want at the end
step 2 → it installs REA for you: checks your Node version, runs npx rea-agents@latest setup and waits for your ok
step 3 → it picks the right route: Notion, Slack and Discord through app.asar, websites through Chrome, .exe and games through Ghidra or IDA, Android through JADX
step 4 → it investigates: traces the feature from your click to the final result
step 5 → it reports with proof: plain-English explanation, every step with file and line, confirmed vs inferred, what is still unknown
step 6 → it builds: a SPEC.md with no copied code, then your own version with tests until they pass
the prompt explains every move before it makes it, so you can use it even if you have never done reverse engineering in your life
full prompt is free in the image, copy it ↓
JusticeGate retweeted
REA creator just released prompts that turn any AI agent into reverse-engineering lab
absurdly f*cking dangerous...
One paste and your agents will:
• reverse engineer any paid app
• open Android, IPhone apps, Windows .exe and firmware
• take apart any app without its source code
• and that's just the start...
Send this to Claude Code & Codex & Cursor & Muse Code and thank me later. Before you run it, read the article below:
JusticeGate retweeted
EntropyLab’s first release candidate, v1.0.0rc1, is here. 🪨
A Bitcoin key and wallet calculator in one HTML file. You bring your own entropy; it does the math offline.
Download, verify, disconnect. Send feedback:
github.com/OogaBoogaX/entrop…
