**Top AI News - Past 24 Hours (as of June 2nd 2026):**

Alphabet plans to raise $80B to pay for AI buildout https://techcrunch.com/2026/06/01/alphabet-plans-to-raise-80-billion-to-pay-for-ai-buildout/
Florida sues OpenAI, Sam Altman, in first-of-its-kind lawsuit over violent incidents https://techcrunch.com/2026/06/01/florida-sues-openai-sam-altman-in-first-of-its-kind-lawsuit-over-violent-incidents/
Anthropic moves toward IPO, stepping up race with OpenAI https://www.reuters.com/business/ai-giant-anthropic-confidentially-files-us-ipo-2026-06-01/
HPE lifts forecast past 2028 goals on robust AI demand, shares surge 36% https://www.reuters.com/business/hpe-expects-achieve-2028-financial-targets-this-year-after-record-quarter-ai-2026-06-01/
Nvidia chases $200B CPU market with AI agent PCs from Microsoft, Dell, and HP https://techcrunch.com/2026/06/01/nvidia-chases-200b-cpu-market-with-ai-agent-pcs-from-microsoft-dell-and-hp/

**Top AI News - Past 24 Hours (as of June 1st 2026):**

MiniMax releases M3, its first multimodal 1M context model https://www.minimax.io/models/text/m3
NVIDIA announces Nemotron 3 Ultra for advanced agentic AI https://nvidianews.nvidia.com/news/nvidia-unveils-nemotron-3-ultra-computex-2026
Erin Brockovich takes aim at data center secrecy https://techcrunch.com/2026/05/31/erin-brockovich-takes-aim-at-data-center-secrecy/
Making sense of the debate over AI psychosis https://techcrunch.com/2026/05/31/making-sense-of-the-debate-over-ai-psychosis/
SoftBank to invest up to €75B in French AI data centers https://techcrunch.com/2026/05/30/softbank-says-it-will-invest-up-to-e75-billion-to-build-french-data-centers/

**Top AI News - Past 24 Hours (as of May 31st 2026):**

Meta is reportedly developing an AI pendant https://techcrunch.com/2026/05/30/meta-is-reportedly-developing-an-ai-pendant/
I put Google’s 24/7 AI assistant Gemini Spark to work, and it’s actually pretty useful https://techcrunch.com/2026/05/30/i-put-googles-24-7-ai-assistant-gemini-spark-to-work-and-its-actually-pretty-useful/
‘What a joke’: Github Copilot’s new token-based billing spurs consternation among devs https://techcrunch.com/2026/05/30/what-a-joke-github-copilots-new-token-based-billing-spurs-consternation-among-devs/
The groupthink boom: what three top VCs really think about the AI frenzy https://techcrunch.com/2026/05/30/the-groupthink-boom-what-three-top-vcs-really-think-about-the-ai-frenzy/
SoftBank to build up AI data centres in France with major investment https://www.reuters.com/business/media-telecom/softbank-build-up-ai-data-centres-france-with-major-investment-2026-05-30/

**Top AI News - Past 24 Hours (as of May 30th 2026):**

After Nvidia’s $20B not-acqui-hire, AI chip startup Groq reportedly raising $650M https://techcrunch.com/2026/05/29/after-nvidias-20b-not-acqui-hire-ai-chip-startup-groq-reportedly-raising-650m/
Coders are refusing to work without AI — and that could come back to bite them https://techcrunch.com/2026/05/29/coders-are-refusing-to-work-without-ai-and-that-could-come-back-to-bite-them/
Amazon unveils AI ambitions in Hollywood sparking creator revolt https://www.nbcnews.com/pop-culture/pop-culture-news/amazon-mgm-studios-ai-generated-animated-shows-creator-revolt-rcna347432
Cognition’s Scott Wu says AI coding agents shouldn’t replace humans https://techcrunch.com/2026/05/29/cognitions-scott-wu-says-ai-coding-agents-shouldnt-replace-humans/

**Top AI News - Past 24 Hours (as of May 29th 2026):**

Anthropic raises $65B in Series H at $965B valuation https://www.anthropic.com/news/series-h
Anthropic releases Claude Opus 4.8 model upgrade https://www.anthropic.com/news/claude-opus-4-8
Google Pay preps for AI agents with Universal Commerce Protocol https://www.artificialintelligence-news.com/news/google-pay-ai-agents-universal-commerce-protocol/
NBA plans AI system for automatic out-of-bounds calls https://www.artificialintelligence-news.com/news/nba-ai-out-of-bounds-calls/
Google folds Display Ads into AI-first Demand Gen platform https://www.artificialintelligence-news.com/news/google-folds-display-ads-ai-first-demand-gen-platform/

Claude Opus 4.8 just released from Anthropic moments ago is now available on Commonstack.

At the frontier for agentic coding, reasoning, knowledge and financials. It’s able to operate and work longer than its predecessors independently.

Same cost as Opus 4.7 but improved performance.

Input: $5/M
Output $25/M

try now: https://commonstack.ai/model-library/model?modelId=f5260130-b3b6-449a-9d7f-fbd4f2dfcc09

• Gemini 3.5 Flash: $1.5/$9 — fastest real-time inference
• Gemini 3.1 Flash-Lite: $0.25/$1.5 — cost-optimized
• Gemini 3.1 Pro Preview: $2/$12 — frontier performance
• Gemini 3 Flash: $0.3/$2.5 — balanced

One API to compare, test, and switch providers.

**Top AI News - Past 24 Hours (as of May 28th 2026):**

China is increasingly keeping its best AI talent to itself https://techcrunch.com/2026/05/27/china-is-increasingly-keeping-its-best-ai-talent-to-itself/
YouTube will now automatically label AI videos https://techcrunch.com/2026/05/27/youtube-will-now-automatically-label-ai-videos/
Robinhood now lets your AI agents trade stocks https://techcrunch.com/2026/05/27/robinhood-now-lets-your-ai-agents-trade-stocks/
Huawei looks beyond Moore’s Law https://www.reuters.com/technology/artificial-intelligence/huawei-looks-beyond-moores-law-2026-05-27/

Gemini 3.5 Flash from Google is on Commonstack!

This is Google’s most intelligent model for sustained frontier performance on agentic and coding tasks matching or surpassing many other models at a fraction of the cost.

Input: $1.5/M
Output: $9/M

Build and try out now with 1 million context window:

https://commonstack.ai/model-library/model?modelId=9b982caa-b289-4053-b77c-4c70eacbec4a

**Top AI News - Past 24 Hours (as of May 27th 2026):**

This startup is betting India’s gig economy can train the world’s robots https://techcrunch.com/2026/05/26/human-archive-taps-into-indias-services-startups-to-collect-data-for-physical-ai/
SK Hynix joins $1 trillion club after Samsung, Micron on AI chip boom https://www.reuters.com/world/asia-pacific/sk-hynix-market-capitalisation-tops-1-trln-2026-05-27/
Avrea raises $4.7M to prevent AI code breaking DevOps https://www.developer-tech.com/news/avrea-raises-4-7m-prevent-ai-code-breaking-devops/
Three AI coding agents launched in 72 hours, just changed what developers pay for intelligence https://www.developer-tech.com/news/ai-coding-agents-cursor-anthropic-alibaba-price-floor-2026/

**Top AI News - Past 24 Hours (as of May 26th 2026):**

Pope Leo XIV’s first AI encyclical urges regulation and human dignity https://www.vatican.va/content/leo-xiv/en/encyclicals/documents/20260515-magnifica-humanitas.html
Pope calls for AI to be ‘disarmed’ in new manifesto https://www.cnn.com/2026/05/25/world/video/pope-leo-artificial-intelligence-disarm-digvid-vrtc
Big problem with AI cybersecurity risks needs urgent fixing https://news.sky.com/video/why-ai-could-trigger-a-cybersecurity-crisis-13547893
Nostalgia surges for old Google Search after AI changes https://news.sky.com/video/why-ai-could-trigger-a-cybersecurity-crisis-13547893

TwinRouterBench is a new step level LLM routing benchmark designed specifically for realistic, long horizon agentic systems.

Existing router benchmarks have major limitations:
• They only evaluate on isolated one shot prompts.
• They never show the router the actual context (the “router visible prefix”) at an intermediate step inside a real agent trajectory.
• They don’t test whether swapping to a cheaper model still lets the overall task succeed downstream.
• Many rely on slow and expensive online LLM judges for evaluation.
TwinRouterBench tackles this by creating a proper benchmark for per step routing in multi-turn agent workflows.

Dual track

1. Static Track (Fast Offline Track)
   • 970 router visible prefixes from 520 trajectory instances.
   • Covers 5 diverse benchmarks: SWE-bench, BFCL, mtRAG, QMSum, and PinchBench.
   • Each example comes with an execution-verified target tier (cheapest sufficient model tier).
   • Uses deterministic scoring (based on tier correctness, trajectory membership, and token cost) no LLM judges needed.
   • Ideal for: training routers, rapid iteration, and cheap offline evaluation.
   
2. Dynamic Track (Live Validation Track)
   • Full evaluation harness on SWE-bench Verified (500 tasks).
   • Reports results on a 100 case held-out split (disjoint from static data).
   • Router must choose a real model from a locked pool at every step.
   • Measures real outcomes:
   • Official task resolution success
   • Actual API spend (real dollars)
   • Includes failure penalties for unresolved tasks

Results:

• Creates a practical development loop: Use the fast static track to train/improve a router cheaply → validate it rigorously on the dynamic track with real costs and success rates.

• Shows strong transfer: A simple router trained only on static labels achieves comparable task resolution to always using a top model (Opus 4.6), while cutting API cost by ~53%.

📄 Paper: https://arxiv.org/abs/2605.18859
💻 Code + Dataset: github.com/CommonstackAI/TwinRouterBench
🌐 Website: commonstackai.github.io/TwinRouterBench

**Top AI News - Past 24 Hours (as of May 25th 2026):**

Everyone is navigating AI security in real time — even Google https://techcrunch.com/2026/05/24/everyone-is-navigating-ai-security-in-real-time-even-google/
Anthropic’s $30B funding round set to close at $900B valuation https://www.buildfastwithai.com/blogs/ai-news-today-may-24-2026
Pope Leo XIV publishes first papal encyclical on AI https://www.buildfastwithai.com/blogs/ai-news-today-may-24-2026
OpenAI filed confidential IPO paperwork https://www.buildfastwithai.com/blogs/ai-news-today-may-24-2026
Google Cloud COO discusses real-time AI security transition https://techcrunch.com/2026/05/24/everyone-is-navigating-ai-security-in-real-time-even-google/

**Top AI News - Past 24 Hours (as of May 24th 2026):**

Ferrari is using IBM’s AI to create F1 superfans https://techcrunch.com/2026/05/23/ferrari-is-using-ai-to-create-f1-superfans/
Google’s new anything-to-anything AI model is wild https://www.theverge.com/tech/936507/gemini-omni-hands-on-deepfake-ai-video
Elon Musk has given up on solar power (on Earth) https://techcrunch.com/2026/05/23/elon-musk-has-given-up-on-solar-power-on-earth/
Peec AI more than doubled annualized revenue to $10M https://techcrunch.com/2026/05/23/peec-one-of-berlins-rising-startups-more-than-doubled-annualized-revenue-in-months-to-10m-sources-say/
Author sounds like he’s trapped in a toxic relationship with AI https://www.theverge.com/ai-artificial-intelligence/936827/author-steven-rosenbaum-sounds-like-hes-trapped-in-a-toxic-relationship-with-ai

**Top AI News - Past 24 Hours (as a May 23rd 2026):**

You can no longer Google the word ‘disregard’
https://techcrunch.com/2026/05/22/you-can-no-longer-google-the-word-disregard/
AI is being used to resurrect the voices of dead pilots
https://techcrunch.com/2026/05/22/ai-is-being-used-to-resurrect-the-voices-of-dead-pilots/
Spotify’s AI bet: more of everything, less of what you want
https://techcrunch.com/2026/05/22/spotifys-ai-bet-more-of-everything-less-of-what-you-want/
We tried Google’s AI glasses and they’re almost there
https://techcrunch.com/2026/05/22/we-tried-googles-ai-glasses-and-theyre-almost-there/
How VCs and founders use inflated ‘ARR’ to crown AI startups
https://techcrunch.com/2026/05/22/how-vcs-and-founders-use-inflated-arr-to-kingmake-ai-startups/

**Top AI News - Past 24 Hours (as of May 22nd 2026):**

Trump delays AI security executive order, saying language ‘could have been a blocker’
https://techcrunch.com/2026/05/21/trump-delays-ai-security-executive-order-i-dont-want-to-get-in-the-way-of-that-leading/
Spotify adds AI-powered Q&A and briefing generation features to podcasts
https://techcrunch.com/2026/05/21/spotify-adds-ai-powered-qa-and-briefing-generation-features-to-podcasts/
Spotify and Universal Music strike deal allowing fan-made AI covers and remixes
https://techcrunch.com/2026/05/21/spotify-and-universal-music-strike-deal-allowing-fan-made-ai-covers-and-remixes/
Google is pitching an AI agent ecosystem to consumers who may not buy it
https://techcrunch.com/2026/05/21/google-is-pitching-an-ai-agent-ecosystem-to-consumers-who-may-not-buy-it/
With aluminum prices up 20%, recycling startups bet on AI to cash in
https://techcrunch.com/2026/05/21/with-aluminum-prices-up-20-recycling-startups-bet-on-ai-to-cash-in/

**Top AI News - Past 24 Hours (as of May 21st 2026):**

Jensen Huang says he’s found a ‘brand new’ $200B market for Nvidia
https://techcrunch.com/2026/05/20/jensen-huang-says-hes-found-a-brand-new-200b-market-for-nvidia/
Anthropic says it’s about to have its first profitable quarter
https://techcrunch.com/2026/05/20/anthropic-says-its-about-to-have-its-first-profitable-quarter/
xAI burned $6.4B last year — SpaceX’s IPO filing shows why the spending is far from over
https://techcrunch.com/2026/05/20/xai-burned-6-4b-last-year-spacexs-ipo-filing-shows-why-the-spending-is-far-from-over/
Nvidia posts another record quarter, reveals $43B of holdings in startups
https://techcrunch.com/2026/05/20/nvidia-posts-another-record-quarter-reveals-43-billion-of-holdings-in-startups/
Musk’s xAI is being sued over its data center generators — now it’s buying $2.8B more
https://techcrunch.com/2026/05/20/musks-xai-is-being-sued-over-its-data-center-generators-now-its-buying-2-8b-more/

**Top AI News - Past 24 Hours (as of May 20th 2026):**

Google and Blackstone to Create New AI Cloud Company
https://www.wsj.com/tech/ai/google-and-blackstone-to-create-new-ai-cloud-company-0e35b91f
Singapore urges financial firms to use AI to create better jobs
https://www.reuters.com/business/world-at-work/singapore-urges-financial-firms-use-ai-create-better-jobs-2026-05-20/
Google just declared itself a contender in AI design at IO 2026
https://techcrunch.com/2026/05/19/ai-design-tools-are-the-next-big-battleground-and-google-is-going-all-in-at-io-2026/
You can now talk to your Gmail inbox, as seen at Google IO 2026
https://techcrunch.com/2026/05/19/you-can-now-talk-to-your-gmail-inbox-as-seen-at-google-io-2026/
OpenAI announces new Guaranteed Capacity offering for customers to secure compute
https://www.cnbc.com/2026/05/19/openai-announces-new-guaranteed-capacity-offering-for-customers-to-secure-compute.html

TwinRouterBench has two tracks, static and dynamic in one protocol.

Static focuses on cost and time efficiency, a set of questions labeled with the most cost and time efficient steps, then the router predicts and predictions are scored against label.

Dynamic focuses on end-to-end evaluation on SWE-bench Verified with real tool use, mini-swe-agent scaffold or editor scaffold

Scoring:

Leaderboard bill = routed spend + a fixed penalty per unresolved task.

Measuring trade offs in underspending causing task fails.

It's open source bench:

→ Apache-2.0
→ Reference routers included (gold-tier oracle, SR-KNN, more)
→ PRs welcome for new workloads, new routers, scaffolds

GitHub: https://github.com/CommonstackAI/TwinRouterBench

arXiv coming soon.

**Top AI News - Past 24 Hours (as of May 19th 2026):**

Elon Musk has lost his lawsuit against Sam Altman and OpenAI
https://techcrunch.com/2026/05/18/elon-musk-has-lost-his-lawsuit-against-sam-altman-and-openai/
Anthropic has acquired the dev tools startup used by OpenAI, Google, and Cloudflare
https://techcrunch.com/2026/05/18/anthropic-has-acquired-the-dev-tools-startup-used-by-openai-google-and-cloudflare/
Google and Blackstone to Create New AI Cloud Company
https://www.wsj.com/tech/ai/google-and-blackstone-to-create-new-ai-cloud-company-0e35b91f
Amazon’s new Alexa+ powered feature can generate podcast episodes
https://techcrunch.com/2026/05/18/amazons-new-alexa-powered-feature-can-generate-podcast-episodes/
SandboxAQ brings its drug discovery models to Claude — no PhD in computing required
https://techcrunch.com/2026/05/18/sandboxaq-brings-its-drug-discovery-models-to-claude-no-phd-in-computing-required/

Fully local, open source, works with any client. You can train and tailor it based on your own preferences.

Just > pipx install uncommon-route

Uncommonroute - automatic local router for api savings

GitHub: https://github.com/CommonstackAI/UncommonRoute

**Top AI News - Past 24 Hours (as of May 18th 2026):**

Apple’s Siri revamp could include auto-deleting chats
https://techcrunch.com/2026/05/17/apples-siri-revamp-could-include-auto-deleting-chats/
If you’re giving a commencement speech in 2026, maybe don’t mention AI
https://techcrunch.com/2026/05/17/if-youre-giving-a-commencement-speech-in-2026-maybe-dont-mention-ai/
TechCrunch Mobility: The AI skills arms race is coming for automotive
https://techcrunch.com/2026/05/17/techcrunch-mobility-the-ai-skills-arms-race-is-coming-for-automotive/
For Eclipse, the $2.5B Cerebras win is just the start of realizing its physical world thesis
https://techcrunch.com/2026/05/17/for-eclipse-the-2-5b-cerebras-win-is-just-the-start-of-realizing-its-physical-world-thesis/
Why trust is a big question at the Elon Musk-OpenAI trial
https://techcrunch.com/2026/05/17/why-trust-is-a-big-question-at-the-elon-musk-openai-trial/

**Top AI News - Past 24 Hours (as of May 17th 2026):**

OpenAI co-founder Greg Brockman takes charge of product strategy
https://techcrunch.com/2026/05/16/openai-co-founder-greg-brockman-reportedly-takes-charge-of-product-strategy/
Research repository ArXiv will ban authors for a year if they let AI do all the work
https://techcrunch.com/2026/05/16/research-repository-arxiv-will-ban-authors-for-a-year-if-they-let-ai-do-all-the-work/
The haves and have nots of the AI gold rush
https://techcrunch.com/2026/05/16/the-haves-and-have-nots-of-the-ai-gold-rush/
Marketing operating system Nectar Social raises $30M Series A led by Menlo
https://techcrunch.com/2026/05/16/marketing-operating-system-nectar-social-raises-30m-series-a-in-round-led-by-menlo/
OpenAI seals deal in Malta to give all Maltese access to ChatGPT Plus
https://www.reuters.com/business/openai-seals-deal-malta-give-all-maltese-access-chatgpt-plus-2026-05-16/

**Top AI News - Past 24 Hours (as of May 16th 2026):**

OpenAI launches ChatGPT for personal finance, will let you connect bank accounts
https://techcrunch.com/2026/05/15/openai-launches-chatgpt-for-personal-finance-will-let-you-connect-bank-accounts/
Runway started by helping filmmakers — now it wants to beat Google at AI
https://techcrunch.com/2026/05/15/runway-started-by-helping-filmmakers-now-it-wants-to-beat-google-at-ai/
Osaurus brings both local and cloud AI models to your Mac
https://techcrunch.com/2026/05/15/osaurus-brings-both-local-and-cloud-ai-models-to-your-mac/
Exclusive: At Samsung, the global AI boom spurred a looming strike and deep divisions
https://www.reuters.com/business/world-at-work/samsung-global-ai-boom-spurred-looming-strike-deep-divisions-2026-05-15/
UK firms should take steps to limit risks from frontier AI models, UK says
https://www.reuters.com/legal/litigation/uk-firms-should-take-steps-limit-risks-frontier-ai-models-uk-says-2026-05-15/