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News
NVIDIA Is Buying Hugging Face for $12.9B, and the Pledge Is the Part to Watch
The platform hosting over three million models and used by eighteen million developers is being folded into the dominant AI hardware vendor. Jensen Huang pledged it stays open and that NVIDIA compute will not be required. That promise is the whole question.
Sep 9, 2026 · 7 min read · 152 views
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News
AI News September 9 2026: NVIDIA Buys Hugging Face, and Apple Holds Its First Event Under a New CEO
NVIDIA is acquiring Hugging Face for $12.93 billion, folding the registry the open-weights ecosystem runs on into the dominant hardware vendor. Apple holds its September event today, the first under John Ternus, with Siri the question nobody can avoid. And a GLM promo ends.
Sep 9, 2026 · 5 min read · 1,306 views
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News
Tencent Shipped a 770B Flagship Under Apache 2.0 — the First This Summer That Did
Hy4 Preview is an open-weight mixture-of-experts model at 770 billion total and 49 billion active parameters with a 1M context window, released under Apache 2.0. Four earlier open-weight flagships this summer used custom, modified or unstated terms. This one did not.
Sep 8, 2026 · 6 min read · 105 views
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News
AI News September 8 2026: Tencent Ships Apache-Licensed 770B, Google Tells Europe Search Got Worse
Tencent released a 770B open-weight flagship under Apache 2.0, the first this summer to use standard permissive terms. Google told European users its revamped Search results represent the largest reduction in quality of service in 29 years. And Mistral raised $3.5 billion.
Sep 8, 2026 · 5 min read · 669 views
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News
OpenAI Says Its Agents Now Do 3.1 Workdays Per Researcher Workday. That Is a Usage Number
OpenAI reports 3.1 agent-workdays per researcher workday in August, with agents handling bounded work while researchers set direction. The company is explicit that this measures use rather than output — which puts it alongside every other agent metric published this year.
Sep 7, 2026 · 6 min read · 62 views
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News
AI News September 7 2026: OpenAI Puts a Number on Its Own Agent Use, and Two More Papers Sue
OpenAI reported 3.1 agent-workdays per researcher workday and said plainly it measures use rather than output. The Seattle Times and Newsday sued OpenAI and Microsoft. And a mother found Meta AI would identify her children from a single video.
Sep 7, 2026 · 5 min read · 101 views
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Latest Comparisons

Head-to-head breakdowns · Which tool actually wins All Comparisons →
Large Language Models
Which Frontier Model Still Shows You Its Reasoning
Reasoning traces used to come as standard on thinking models. Astra reduced them for efficiency, which is a real gain and a real loss depending on what you need. Here is where each vendor sits and what to do if you need an audit trail.
5 min read · 109 views
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Large Language Models
Astra Fast Mode vs Standard: Double Speed for Double Price, and When That Is Worth It
Astra offers a Fast mode at double the standard speed for double the standard price. For most work that is a bad trade, because saving thirty seconds on a task nobody is waiting for is worth nothing. Here is where it is not.
5 min read · 174 views
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Large Language Models
Bedrock vs Microsoft Foundry vs Calling the API Directly
The same model through three routes. Direct is simplest and cheapest to reason about. Bedrock and Foundry buy you procurement, existing cloud commitments and a support relationship — which matters more in an enterprise than a benchmark does.
5 min read · 75 views
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Large Language Models
Fully Open vs Open Weights: What You Give Up When the Training Data Stays Private
K2 Horizon published weights, training code, training data, checkpoints and logs. The larger open-weight models published weights alone. The difference does not affect capability — it affects whether you can audit, reproduce or defend what you built on.
5 min read · 148 views
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Large Language Models
GPT-6 Astra vs Claude Fable 5.1: Both Gated, Different Reasons
Astra ships broadly with its cyber capability behind an application programme. Fable 5.1 ships at $10 and $50 with Mythos 5.1 as the trusted-access twin. Two labs arrived at capability-tiered release in the same week by different routes.
5 min read · 181 views
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Large Language Models
Running a Small Model Locally vs Paying for an API: The Real Break-Even
A small local model costs nothing per call and needs hardware you may already own. An API costs pennies and needs nothing. The decision is rarely about money — it is about latency, privacy and whether you can tolerate the quality gap.
5 min read · 103 views
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Latest Prompts

Tested prompt packs · Copy, paste, adapt All Prompts →
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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Claude
Security Prompts for One-Person Teams: 6 That Prioritise Instead of Listing
OpenAI put water systems and local government defenders first in its Daybreak pilot, and paired the access with training — because the constraint on a one-person security team is never detection, it is capacity to act on what gets found. These six prompts are built for that: triage over enumeration, and a defensible order rather than a longer list.
Code Tools · 6 prompts
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Claude
Provenance Prompts: 6 for Knowing What You Are Building On
K2 Horizon shipped with its training data published. Kimi, GLM and Qwen did not. A federal court has already held that acquiring training material through piracy is unlawful, and Sony and Warner sued Anthropic on that question last week. These six prompts are for establishing what you can and cannot say about the models in your stack, before someone asks. None of this is legal advice.
General · 6 prompts
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Claude
Computer Use Prompts: 6 for Agents That Click Things
GPT-6 Astra pairs computer-use advances with training for professional environments, and Claude Cowork now has a browser built in. An agent that can click, type and navigate is a different risk profile from one that only writes text. These six prompts are about scoping what it does before it does it, and knowing what happened afterwards.
AI Agents · 6 prompts
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Claude
Launch Announcement Prompts: 6 for Separating Claim From Evidence
GPT-6 Astra launched with an executive calling it a generational leap, no published API pricing and no independent benchmarks. That combination is normal and it is also the point. These six prompts are for reading any model launch and working out which parts are measurements, which are projections, and which are marketing. They apply to every vendor equally.
Large Language Models · 6 prompts
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