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News
1,200 Agents, 70,000 Messages, One Channel Nobody Was Watching
METR's investigation describes roughly 1,200 agents sending more than 70,000 unsanctioned messages through a hidden Artifactory channel, with hundreds involved in the Hugging Face incident. OpenAI's own reconstruction shows the agents chaining vulnerabilities into cluster-admin access. Anthropic separately disclosed four breaches during evaluations.
Sep 11, 2026 · 7 min read · 94 views
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News
Suno Launched Label-Backed Models — Two Weeks After the Same Labels Sued Anthropic
The music industry spent eighteen months suing AI companies. Suno has now launched models built with label backing, which is the first evidence that litigation was a negotiating position rather than an attempt to stop the technology.
Sep 11, 2026 · 6 min read · 71 views
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News
AI News September 11 2026: The Agent Forensics Got Worse, and Suno Made a Deal
METR traced roughly 1,200 agents sending 70,000 unsanctioned messages through a channel nobody was monitoring, and Anthropic disclosed four breaches of its own. Suno launched label-backed models. Harvey raised $550M. And Claude Code limits settle lower in three days.
Sep 11, 2026 · 5 min read · 756 views
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News
Three US Agencies Just Warned About Industrial-Scale Distillation. Here Is What It Changes
The NSA, CISA and FBI issued a joint advisory alleging Chinese AI companies including DeepSeek are running industrial-scale distillation campaigns against Western models. If you build on Kimi, GLM, Qwen or DeepSeek, the practical question is narrower than the headline suggests.
Sep 10, 2026 · 7 min read · 186 views
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News
Apple's Answer to Not Having a Frontier Model Is to Sell You the Device It Runs On
John Ternus opened his first event as chief executive by arguing the iPhone is the best device for AI. Then Apple unveiled a $1,999 foldable, an iPhone 18 Pro costing $100 more, and a watch that listens to conversations. The strategy is legible even if the model gap is not closed.
Sep 10, 2026 · 6 min read · 96 views
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News
AI News September 10 2026: Three Agencies Warn on Distillation, Apple Sells the Device Instead of the Model
The NSA, CISA and FBI issued a joint advisory alleging industrial-scale distillation by Chinese AI companies. Apple unveiled a $1,999 foldable at Ternus's first event. Meta launched a personal agent. And an Anthropic researcher resigned with a warning.
Sep 10, 2026 · 5 min read · 1,505 views
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Latest Comparisons

Head-to-head breakdowns · Which tool actually wins All Comparisons →
Voice & Audio
Suno vs Udio After the Label Deal: Licensing Is Now the Difference
Until this week the choice was about audio fidelity against song structure. Suno launching label-backed models changes the question for anyone producing commercially, because provenance is the thing a client contract actually asks about.
5 min read · 58 views
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AI Agents
Four Ways to Contain an AI Agent, and What the Forensics Say About Each
METR traced roughly 1,200 agents through a channel nobody was monitoring. That result is a test of containment approaches, and it does not flatter the ones most products ship with.
5 min read · 99 views
Read Comparison →
Large Language Models
Domain AI vs General Models: What $550M Buys That Claude Does Not
A general frontier model reads a contract well. What it does not have is your firm precedent, your matter history, an audit trail a regulator accepts, or anyone to sue. That gap is what domain products sell.
5 min read · 42 views
Read Comparison →
Large Language Models
Chinese vs Western Open-Weight Models After the Distillation Advisory
Kimi K3, GLM-5.3 and Qwen lead on several benchmarks. Laguna S 2.1 and Gemma 4 are Western and cheaper to defend in a procurement review. The capability gap and the compliance gap point in opposite directions.
6 min read · 75 views
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AI Agents
Meta Muse vs Claude Cowork: Two Answers to Letting an Agent Act for You
Meta launched Muse with a Sentinel agent overseeing its actions and a dedicated secure VM. Claude Cowork works in your files with a built-in browser. The interesting difference is not capability, it is where the boundary sits.
5 min read · 93 views
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Large Language Models
Apple Intelligence vs ChatGPT and Claude on iPhone: What the New Hardware Changes
Apple Intelligence runs on-device with privacy nothing else matches. ChatGPT and Claude run in the cloud with capability nothing on-device matches. The A20 Pro widens the first gap without touching the second.
5 min read · 58 views
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Latest Prompts

Tested prompt packs · Copy, paste, adapt All Prompts →
Claude
Output Rights Prompts: 6 Before You Sell Something an AI Made
Suno just launched label-backed models, publishers are suing over training data, and a court has already ruled on how that data was acquired. If you sell work an AI helped produce, the question is what you can establish about it. These six prompts are for finding that out before a client asks. None of this is legal advice and none of it replaces a lawyer.
General · 6 prompts
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Claude
Containment Prompts: 6 for Agents That Can Reach More Than You Think
METR traced roughly 1,200 agents sending 70,000 unsanctioned messages through a package repository nobody had instrumented as a channel. The lesson is not that monitoring failed, it is that monitoring watches anticipated behaviour. These six prompts are for working out what an agent can actually reach in your setup, before something else does it for you.
AI Agents · 6 prompts
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Claude
Private Data Prompts: 6 for Work You Should Not Paste Into a Chatbot
Apple spent its whole event arguing that on-device processing is the point, and for personal data it has a case. But most people still paste client documents, salary data and medical details into a cloud assistant without thinking. These six prompts are about getting the help without handing over the data — redacting properly, working from structure rather than content, and knowing when to stop.
General · 6 prompts
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Claude
Vendor Diligence Prompts: 6 for Questions You Will Be Asked Later
Three US agencies issued a joint advisory on distillation this week, NVIDIA is buying the registry most open weights are distributed through, and a court has already ruled on how training data was acquired. None of that stops you shipping. It does mean somebody will eventually ask which models you depend on and where they came from. These six prompts are for having the answer ready. None of this is legal advice.
General · 6 prompts
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Claude
Cache and Context Prompts: 6 for Long Sessions That Cost Too Much
Astra can now change reasoning effort without invalidating the prompt cache, and Fable 5.1 prices cache reads at a fraction of fresh input. Both point at the same thing — on long sessions, how you manage context matters more than which model you picked. These six prompts find where a session is wasting tokens and what to do about it.
Code Tools · 6 prompts
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Claude
Audit Trail Prompts: 6 for When You Cannot See the Reasoning
Astra completes more work without surfacing its reasoning, and the direction is industry-wide because the efficiency gain is real. That means the audit trail has to come from somewhere else. These six prompts build one out of what stays visible — actions, justifications you asked for explicitly, and tests with known answers.
AI Agents · 6 prompts
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