RED → Agentic startup starter kit @useAporia → Aligned AI Agents with Humans Dev3o → Agentic Engineering Bootcamp Sandbox-Shell → macOS Seatbelt sandbox CLI
Joined August 2009
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Maintenant à plus de 152 milliards. D’ici demain la dette de la France est enfin remboursée 🎉😂
700 000 appels en 12h, LA SITUATION EST HORS DE CONTRÔLE
taxe-au-giga.fr/
taxe-au-giga.fr/
taxe-au-giga.fr/
This some sort of Brain surgery for LLM
We asked GPT-6 Astra to edit Qwen3.5-0.8B weights to improve math.
It directly changed only 0.016% of weights, fixing 0.8B's reasoning loops & improving math up to 6x and even instruction following 3x, without gradients or training.
We call this Weight-Space Programming: frontier LLMs can now natively read/write neural network weights! 🧵
Blog: rikiyat.github.io/blog/weigh…
Ok now it’s truely turing complete.
A new Civilisation will emerge at some point. In 2022 I was very skeptic about singularity theory, nowadays you can clearly see a path to it.
Pierre ⚡ Dev3o retweeted
Impressive
I did say we'd be releasing our models periodically...introducing Gemini 4 Carbon, our next frontier model.
Following Argon's release just two weeks ago, Carbon shows the pace at which we’re pushing the frontier, it ranks #1 on the recently updated v5.0 of @ArtificialAnlys Intelligence Index at 59. It also leads across key cybersecurity evaluations scoring 88.2% on SEC-bench Pro for finding vulnerabilities, 54.8% on ExploitGym for exploitation, and 71.0% on CWE-bench for patching.
We’re seeing significant improvements in long-horizon tasks even compared to Argon, and we’ve strengthened frontier safeguards.
As we did with Argon, we’re going to roll it out gradually + responsibly. Some trusted cyber defenders will get access starting this week. We'll be expanding it to more partners through our Fairwind Program, ahead of wider availability soon, so hang tight!
Pierre ⚡ Dev3o retweeted
Claude Security now keeps up with your code as it changes.
Connect your repositories once. Claude runs a deep first scan, then re-scans as changes land, so findings stay close to the current state of your code.
In public beta on Claude Enterprise.
It’s gonna get worse until it get better… or not actually? 🫠
🚨 CRITICAL: GitLab flaw (CVSS 10.0) affects 12 years of releases.
CVE-2026-110264 could allow unauthenticated remote code execution on self-managed servers.
Read - thehackernews.com/2026/10/cr…
A reminder that everyday is patch day
🚨 Nightmare day for cybersecurity
Multiple major security incidents, active exploits, supply chain compromises...
If you run production systems, start patching NOW.
PHP: Two critical unauthenticated RCEs. Attackers already exploiting them. Patch NOW
LiteLLM: v1.107.0 on PyPI and Docker is BACKDOORED. Steals cloud, SSH, and AI credentials. Pin 1.106.2. Rotate secrets.
eMudhra: A certificate authority's keys were crackable. Update your browsers, systems, and trust stores.
Node.js / Next.js / React: Security releases for Brotli RCE, TLS bypasses, and TWO critical Next.js RCEs.
TiDB Cloud: PingCAP breached through stolen credentials. Customer information and other sensitive data exfiltrated. Read the attacker's release, fun stuff.
Plex2Shell: Weaponized within HOURS of the PoC. Attackers already deploying cryptominers and proxy backdoors.
BeyondTrust / Ivanti: Actively exploited zero-days added to CISA's KEV catalog. BeyondTrust attacks linked to a China-nexus campaign.
And that's not even the full list.
Patch. Audit. Rotate. NOW.
Throw your favorite frontier model in a loop and get the fuck out of PHP. You’ll thank me later
chat. chat... its not funny anymore
Readers added context they thought people might want to know
The original post has since been edited to specify that this was about an unrelated vulnerability that the user had discovered, not the recently patched vulnerability.
fedi.katze.sh/@elise/1174793…
Pierre ⚡ Dev3o retweeted
❗️LiteLLM was compromised (Again). The latest version 1.107.0 contains an infostealer and RAT.
All 7 compiled wheels are backdoored. Anyone who ran pip install litellm==1.107.0 on any platform should assume credentials are compromised.
More details soon!
Pierre ⚡ Dev3o retweeted
A new frontier for on-device speech.
We're open-sourcing Phonon, a suite of TTS models under 50m parameters, setting a new standard for naturalness and accuracy across languages, with the broadest inference support to date.
Phonon-31m is available under Apache 2.0.
gradium.ai/phonon🧵
Pierre ⚡ Dev3o retweeted
🚨DEFCON 1🚨
In a few hours, a critical vulnerability that affects ~70% of web sites will be disclosed. It allows an attacker to upload and execute arbitrary code.
It's probably best if you stop browsing the internet for the rest of the week.
nitter.gq/ThePHPF/status/2112633…
The PHP security team is giving advance notice: Upcoming security release Wed, Oct 21st 2026, 14:00UTC, two critical vulnerabilities, both rated CVSSv4 9.2.
PHP users are encouraged to prepare to update. Earlier release if details become public or active exploit evidence.
Readers added context they thought people might want to know
These are server-side PHP RCE vulnerabilities for which web hosts/admins should prepare to patch per official notice; general users face no direct need to stop browsing. PHP detected on ~69% of sites with known server-side language.
php.net/archive/2026.p…
w3techs.com/technologies/d…
cert.europa.eu/publications/s…
sansec.io/research/php2s…
arstechnica.com/security/2026/…
25yo mistery for human and obvious for AI
CLAUDE FOUND THE SEEDS
anthropic.com/research/ecdsa…
Je pense que tout les labs IA seront ravis d’embaucher un médaillé fields payer plus millions/an pour être capable de piloter, valider et challenger l’évolution des Maths et de la Physique. Y’a plein d’algorithmes à réinventer, des optimisations cryptographique…
Ce monsieur devrait être heureux de pouvoir travaillé son domaine d’expertise avec des centaines d’agents plutot que dans son coin.
🇫🇷🤖🧑🔬 FLASH | « Ils ont annihilé mon domaine de recherche » : le mathématicien français Hugo Duminil-Copin, médaillé Fields, révèle avoir PLEURÉ après qu’OpenAI a publié des centaines de travaux prétendant résoudre des problèmes mathématiques encore ouverts, dont 16 sur lesquels il travaillait.
Il s’inquiète particulièrement de l’avenir des jeunes chercheurs et évoque un « démantèlement » de sa discipline. (Le Monde)
