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WorldTUI: A 360M Model That Simulates a Terminal Without a Shell

Developer Simon Edwardsson fine-tuned a 360M-parameter language model to simulate a terminal, predicting screen updates from keypresses without a real shell or filesystem. The model runs in-browser via WebGPU, handles vim, tmux, and snake, and shows memory persistence. Key innovations include self-correction training and parallel row decoding, cutting latency from 6.7s to 0.87s.

WorldTUIterminal simulationworld model
7 min•10/23/2026

Latest Updates

NVIDIA OpenShell: A Secure Runtime for Autonomous AI Agent Fleets

NVIDIA has released OpenShell, an open-source runtime designed to securely govern fleets of autonomous AI agents. It uses kernel-level enforcement, formal verification, and hardware-level integration with BlueField DPUs to control agent access to files, networks, and credentials. This addresses the critical security challenges of deploying autonomous agents at scale.

AI SecurityAutonomous AgentsNVIDIA
4 min•10/23/2026
Switch 2 Jailbroken: First Software Exploit Runs Homebrew and Mods

Researcher pepsipu releases ns2jb, the first software-only jailbreak for the Nintendo Switch 2 on firmware 23.0.1. The tethered exploit, built with OpenAI Codex, abuses a SmileBASIC 4 integer overflow and an fs sysmodule buffer overflow to achieve native code execution. It enables homebrew, game mods, and save backups, but requires a reboot to reapply and is not a permanent custom firmware solution.

Nintendo Switch 2Jailbreakns2jb
5 min•10/22/2026
LiteLLM 1.107.0 Compromised: Credential Stealer and Backdoor Found

LiteLLM version 1.107.0 on PyPI was compromised, shipping a credential stealer and remote code execution backdoor across all seven wheels. The malware runs on every Python startup via cook.pth and sitecustomize.py, targeting cloud credentials, browser passwords, and AI tool tokens. PyPI removed the release within hours, but affected users must rotate credentials and rebuild environments.

LiteLLMSupply Chain AttackPyPI Malware
7 min•10/22/2026
DeepSeek Open-Sources DeepInfer: The Engine Behind Its 155T Daily Tokens

DeepSeek has open-sourced DeepInfer, the high-performance inference framework powering its production services. The Apache-2.0 licensed release supports DeepSeek-V4.1-Flash on NVIDIA and Huawei Ascend hardware, featuring optimized kernels, DSpark speculative decoding, and batch-invariant inference. Notably, the KV cache system and disaggregation components remain proprietary, but the company says future model code will land in the repo.

DeepInferDeepSeekAI Inference
4 min•10/21/2026
Meta's New Link Caps: Facebook Pages Now Pay to Post

Meta is rolling out 'Meta One,' a subscription service that caps organic link posting on business Facebook and Instagram pages. Free and Essential tiers allow only two link-bearing posts per month, with unlimited links costing up to NZ$883 monthly. The change, which began rolling out globally on 15 September, has sparked backlash from small businesses and artists like Terry Moore, who rely on the platform for organic reach, forcing a reevaluation of social media dependency.

Meta OneFacebook business pagessocial media monetization
6 min•10/21/2026
WhatsApp's Hidden AI Instructions Banned Regulator Referrals on Help Pages

Redact.dev discovered 102 blocks of hidden AI instructions embedded in WhatsApp help pages, including directives telling the chatbot not to recommend data protection authorities to users locked out of their accounts. Another block instructed the AI to avoid citing GDPR, LGPD, or CCPA once legal action was mentioned. WhatsApp confirmed the notes were for its support chatbot and removed them after WIRED contacted Meta.

WhatsAppAI ChatbotData Privacy
5 min•10/20/2026
Mistral's Timestral: A 209M Time-Series Model That Beats the Giants on CPU

Mistral AI released Timestral, its first family of time-series foundation models, ranging from 5M to 209M parameters. The largest model outperforms Google's TimesFM-3 and other larger rivals on three major benchmarks (GIFT-Eval, TIME, fev-bench) while running on standard CPUs. With probabilistic forecasting, covariate support, and a Modified MIT license, Timestral brings efficient, zero-shot forecasting to enterprise domains like energy, manufacturing, and finance.

TimestralMistral AItime-series forecasting
7 min•10/20/2026
HybridAgents: LLM Agents That Think in Latent Space, Act Through Text

Stanford and UC Berkeley researchers introduce Hybrid Reasoning Agents (HybridAgents), an architecture that lets LLM agents dynamically switch between latent (internal) reasoning and text-based reasoning within a single generation. A lightweight HybridLink module enables seamless transitions, preserving tool access and making latent thoughts inspectable. Post-training via HybridSFT and HybridRL teaches models when to think latently versus act textually. Across 11 benchmarks, HybridAgents outperform frontier models by 10.4% while cutting tokens by 35.5-54.7%, boosting inference speed 1.8-2.6x, and reducing costs 2.7-3.7x.

HybridAgentsLLM agentslatent reasoning
5 min•10/19/2026
Namecheap Domain Seizures: Users Report Mass Account Disablements

Namecheap users report sudden, unexplained seizure and disablement of all domains, with no human support available. Incidents shared on Reddit and Hacker News detail a bot-only platform response, prompting migration discussions to rivals like Porkbun and Cloudflare. A prior Namecheap bug also caused domain suspension, eroding trust in the registrar.

Namecheapdomain seizuredomain management
6 min•10/19/2026
Pele: Obsidian's Lightning-Fast Mermaid Renderer Goes Open Source

Obsidian's new open-source library, Pele, renders Mermaid diagrams as themeable SVG with zero dependencies. It claims to be up to 500x faster and 6x smaller than Mermaid.js, supporting all diagram types in Mermaid 12.1.0. Theming via CSS variables allows instant color changes without re-rendering, making it a significant performance upgrade for developers and Obsidian's next version.

PeleMermaidObsidian
4 min•10/18/2026