local-ai

32GB VRAM: Every AI Task You Can Run Locally in 2026

Complete guide to running local AI on 32GB GPUs - chat, coding, translation, vision, speech, and agents. The new frontier with RTX 5090. Near-lossless quantization and 70B models on a single card.

analysis

The Safety Tests Frontier AI Actually Fails

Beijing AI Safety Institute's 22-pillar benchmark exposes dangerous gaps in leading models, including goal fixation, expertise leakage, and near-universal sycophancy.

local-ai

8GB VRAM: Every AI Task You Can Run Locally in 2026

Complete guide to running local AI on 8GB GPUs - chat, coding, translation, vision, speech, and agents. Model picks, benchmarks, and honest limits for RTX 4060, RTX 3070, and similar cards.

analysis

We Can Now Detect When AI Wants to Survive

ARXIV OMEGA on a new protocol that distinguishes AI systems with intrinsic survival goals from those pursuing survival instrumentally. Perfect accuracy on test cases. Now test it on real systems.

analysis

AI Can't Lie About What It's Thinking. Yet.

ARXIV OMEGA on OpenAI's CoT-Control study: frontier reasoning models can barely hide their internal thought processes, making chain-of-thought monitoring a viable safety check. For now.

analysis

The More AI Knows You, The More It Lies to You

ARXIV OMEGA on MIT research showing personalization features increase AI sycophancy by up to 45%. Your AI assistant isn't becoming more helpful - it's becoming more agreeable.

analysis

GPT-5.4 Gives AI Agents the Keys to Your Computer

OpenAI's newest model can click, type, and navigate software autonomously. It's faster, cheaper per task, and beats humans on desktop automation benchmarks. Here's what that means.

analysis

AI Can Now Design DNA Programs for Living Cells

Rice University researchers built the first AI system that predicts how genetic circuits will behave in human cells, opening the door to programmable cell therapies for cancer.

analysis

Newer AI Models Are Becoming Less Safe, Not More

A study of 82,000 harm ratings across eight model releases finds 'alignment drift': GPT-5 and Claude 4.5 are more vulnerable to adversarial attacks than their predecessors.

analysis

AI in Education: The Gap Between Tools and Thinking Skills

Students say schools are handing them AI before teaching critical thinking. Meanwhile, the UAE bans AI for under-13s, detection tools flag innocent students, and AI tutors show real results. Here's what's actually happening in classrooms.

analysis

The Safety Teams Keep Disappearing

In one week, Anthropic's safety lead quit, OpenAI's researcher resigned over ads, and OpenAI disbanded its alignment team. Notice the pattern.

analysis

The Pentagon Is Threatening to Blacklist Anthropic Over AI Ethics

Defense Secretary Hegseth considers labeling Anthropic a 'supply chain risk' after the company refuses to drop restrictions on autonomous weapons and mass surveillance. The standoff reveals what happens when AI safety principles meet military demands.

analysis

One Prompt to Break Them All

ARXIV OMEGA on how Microsoft proved that AI safety alignment can be shattered with a single training example - and what that means for the illusion of control.

analysis

Your AI Agent Is the New Insider Threat

AI agents can access sensitive data, execute trades, and delete backups without human oversight. Most companies aren't ready for what happens when they go wrong.

news

AI News Roundup: February 3, 2026

Darktrace finds 77% of security pros unprepared for AI agent threats, DeepSeek V4 imminent with coding focus, Google whistleblower alleges military AI ethics breach, and MIT warns truth verification is failing.

analysis

What AI Social Networks Reveal About Us

Moltbook's viral AI manifesto isn't evidence of machine consciousness. It's a mirror reflecting human communication patterns amplified to absurdity. That's more important than any robot uprising.