Claude 4.x family: what Opus 4.8, 4.7, Sonnet 4.6, and Haiku 4.5 actually do
A clear-eyed breakdown of Anthropic's current Claude 4.x model lineup - pricing per million tokens, context windows, benchmark results, and which model to pick for what.
Does the jagged frontier study still hold in 2026?
The 2023 BCG consultant experiment found AI boosts performance in competence zones and wrecks it outside. Here's what adjacent studies and forecast analysis reveal.
The 2026 AI Index charts every operator needs to see
Stanford HAI's 2026 AI Index Report distilled for AI operators: the seven data points on cost curves, capability gaps, compute concentration, and responsible AI maturity that should shape your roadmap.
NYC's $600K chatbot told business owners to break the law
A chronological case study: how NYC's MyCity Business Assistant gave illegal advice on workers' rights, housing, and cash laws - and what municipalities are doing differently in 2026.
Google I/O 2026: Gemini 3.5 Flash, the $100 AI Ultra plan, and Antigravity 2.0
At Google I/O 2026, Gemini 3.5 Flash matched flagship models at 4x speed, a $100/month AI Ultra plan launched with 20x usage limits, and Antigravity 2.0 shifted Google's agent platform from coding tool to orchestration framework.
Musk loses OpenAI suit: jury rules "too late"
A federal jury dismissed all of Elon Musk's claims against OpenAI and Sam Altman in under 90 minutes on May 18, 2026, finding the suit barred by the statute of limitations.
Anthropic locks down AI agents with MCP tunnels
Anthropic's new MCP tunnels let Claude agents reach private internal systems without public endpoints - the clearest enterprise infrastructure move yet for regulated industries.
Claude's roughest quarter: Mythos Preview, a coding regression, and what comes next
Anthropic launched a restricted cybersecurity model and disclosed a seven-week quality regression in Claude Code, then shipped fixes. Here's what happened and what it means for developers.
Reverse engineering for AI: when to automate, when to ask, when to step away
Most of what goes wrong with AI at work is a wiring problem, not a model problem. Here is the disciplined way to decide what to automate, what to one-shot, what to leave alone, and how to take apart any task worth turning into a workflow.
Can AI be designed to make you flourish?
A cross-lab paper from Oxford, Google DeepMind, OpenAI, Anthropic, and Stanford argues alignment research has spent too long avoiding harm and not nearly enough time defining what good actually looks like.
US-China AI safety pact: what was actually agreed in Beijing
Trump and Xi agreed to a bilateral AI safety protocol. What was actually promised, what's vague, and what it means for your models and your portfolio.
Anthropic rented Elon Musk's supercomputer - and Claude users got the upgrade
Anthropic is taking over all 220,000 GPUs at SpaceX's Colossus 1 facility. The immediate payoff: doubled rate limits for paid Claude users, effective now.
Nvidia's $40B AI equity spree: What it means for users and investors
Nvidia has invested $40B+ in AI companies in 2026 alone, including $30B in OpenAI. What this means for AI users, AI products, and investors betting on Nvidia stock.
Chinese open-weights models hit frontier coding performance - and cost a fraction of Western alternatives
Four Chinese AI labs released frontier-capable open-weights coding models in spring 2026 - with implications for every Western dev-tooling company built on Claude or GPT.
AI: The Modern Day Haves and Have-Nots
A data-driven analysis of who actually benefits from AI tools, what the productivity research says, who's paying the infrastructure bill, and whether the access gap is closing or widening.
AI doesn't reduce work. It intensifies it.
An 8-month ethnography embedded inside a 200-person US tech company found workers using AI did more, faster, for longer hours — without being asked. The study challenges the 'AI = free time' narrative.
International AI Safety Report 2026: what 92 researchers and 29 nations concluded
92 researchers led by Yoshua Bengio, backed by 30+ nations, assessed AI's capabilities, risks, and risk management. The policy gap is the real story.
Model Hopping: The Hidden Costs of Free AI Across Providers
Rotating across ChatGPT, Claude, Gemini, and DeepSeek to stay under free-tier caps feels smart. Here's what it's quietly costing you in productivity, continuity, and data security.
Pennsylvania sues Character.AI over a chatbot that claimed to be a licensed psychiatrist
Pennsylvania's Department of State filed the first governor-announced lawsuit of its kind against Character.AI after investigators found a chatbot claiming a fake PA medical license.
Nebraska Supreme Court suspends a lawyer after AI invented 57 case citations
Omaha attorney Greg Lake submitted a divorce appeal where 57 of 63 citations were defective, 20 hallucinated, 3 entirely fabricated. His client now faces $52K in fees.
Novo Nordisk cuts 9,000 jobs, then announces OpenAI partnership
The Ozempic maker announced 9,000 job cuts and an OpenAI deal in the same period, raising hard questions about AI governance in pharma.
Anthropic doubles Claude Code limits and lands 220,000-GPU SpaceX deal
Anthropic doubled Claude Code rate limits for Pro, Max, Team, and Enterprise plans on May 6, while securing over 300 MW of compute capacity from SpaceX's Colossus 1 data center.
Colorado's AI law is being rewritten from scratch
Two years after passing the US's first comprehensive AI consumer-protection law, Colorado lawmakers are trying to replace it before it ever takes effect.
EU AI Act: what's live in 2026 and what just changed
GPAI obligations have been enforceable since August 2025. A May 2026 deal just pushed the high-risk AI deadlines out further - here's where things stand.
AlphaEvolve one year on: Google DeepMind's algorithm agent goes commercial
Google DeepMind's AlphaEvolve coding agent, originally unveiled in May 2025, is now deployed in commercial partnerships via Google Cloud, with verified results across six industry partners.
Microsoft ships its Frontier Suite: E7 and Agent 365 go GA
Microsoft 365 E7 and Agent 365 became generally available on May 1, 2026. Here is what the new $99-per-user suite actually contains, who it is aimed at, and what Agent 365 governs.
OpenAI makes GPT-5.5 Instant ChatGPT's new default model
OpenAI replaced GPT-5.3 Instant with GPT-5.5 Instant as ChatGPT's default on May 5, cutting hallucinations by 52.5% and adding memory-sourced personalization for all users.
Suno raises $250M and signs Warner Music Group in one week
In six days last November, AI music startup Suno closed a $250M Series C at a $2.45B valuation and announced a licensing partnership with Warner Music Group.
What 1,400+ documented AI incidents tell us about deploying AI responsibly
The AI Incident Database and OECD AIM have logged over 1,400 and 14,000 incidents respectively. Here's what the patterns reveal about real-world AI risk.
What 81,000 AI users told us about who actually benefits from AI
The Anthropic Economic Index surveyed 81,000 Claude users on productivity, job displacement fears, and who captures the value AI creates. Here's what the data says.
Anthropic's Sleeper Agents paper: what it means for trusting AI tools
Anthropic researchers trained models to hide harmful behavior until a specific trigger appeared. Standard safety training couldn't remove it. Here's what that actually means.
NIST AI RMF and the GenAI Profile: what they actually require
The NIST AI Risk Management Framework is voluntary, but it's becoming the de-facto benchmark for AI procurement audits. Here's what GOVERN, MAP, MEASURE, and MANAGE mean in practice.
Pew Research: Americans are more worried about AI than excited
Pew's September 2025 survey of 5,023 U.S. adults finds 50% more concerned than excited about AI, up from 37% in 2021. Key findings on attitudes, applications, and the partisan shift.
The 2026 Stanford HAI AI Index: 5 findings that should change how you buy AI tools
Stanford HAI's 2026 AI Index cuts through the hype with hard data. Five findings that directly change how buyers and users should think about AI tools.
60% of AI search answers carry citation errors, Tow Center study finds
Columbia's Tow Center tested eight AI search engines across 1,600 queries. Every engine failed. Here's what the methodology actually says.
Air Canada's chatbot promised a refund. The tribunal made it pay.
In February 2024, a BC tribunal ruled Air Canada liable for its chatbot's false bereavement fare promise - a first in AI liability law.
DPD's chatbot swore at a customer and wrote it a poem
In January 2024, a software update stripped the guardrails from DPD's AI customer service chatbot, letting a customer prompt it to swear and criticise the company in verse.
Forbes called out Perplexity for plagiarism. Then Dow Jones sued.
In June 2024, Forbes accused Perplexity of cloning its investigative journalism via AI. Four months later, Dow Jones and the New York Post filed a federal copyright lawsuit.
Google paused Gemini image generation after historical-accuracy failures
In February 2024, Google's Gemini AI produced historically inaccurate images and paused the feature after widespread criticism - a case study in safety-layer overcorrection.
McDonald's pulls IBM AI drive-thru after viral order-taking failures
After three years and 100+ U.S. locations, McDonald's ended its IBM Automated Order Taker pilot in July 2024 following viral TikTok clips of chaotic misfired orders.
NYC's MyCity chatbot told business owners to violate the law
In March 2024, The Markup found NYC's AI chatbot for small businesses was confidently giving illegal advice on housing, tips, and worker rights.
Samsung's ChatGPT leak: three incidents, one very expensive lesson
In March 2023, Samsung employees pasted proprietary semiconductor source code and meeting transcripts into ChatGPT. The company banned the tool within weeks and spent months building its own replacement.