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360 texts · 9/20
Inference costs split in two: cheaper per token, pricier per GPU

Inference costs split in two: cheaper per token, pricier per GPU

Magnitude, a Y Combinator S25 startup, published an open source inference engine on 30 September that it says runs open models up to 2x faster than llama.cpp on Apple Silicon, NVIDIA, AMD or a plain CPU, with no token costs. The same day, a price index covering 81 public records put the median listed output price at $6 per 1M tokens against $1.32 for input.

AI & models30 September 20266 min readSources 10
Open Weights Roundup: Nvidia Kumo Tabular Leads a Week of Small, Open Releases

Open Weights Roundup: Nvidia Kumo Tabular Leads a Week of Small, Open Releases

Nvidia released Kumo Tabular on 30 September, an open foundation model for tabular prediction that it says needs no training, tuning or feature engineering and ranks first on four benchmarks. It lands in a week crowded with open-weight releases, from a 164 MB speech model to a 145M-parameter language model pretrained by volunteers.

AI & models30 September 20265 min readSources 9
Inference Engine Quail Tops 1B Tokens a Minute as Vendor Prices Climb

Inference Engine Quail Tops 1B Tokens a Minute as Vendor Prices Climb

Quail, an inference engine built by the Full Stack Data Lab, processed more than one billion tokens per minute on a single H100 GPU in results published on 30 September. It ran over 10x faster than its vLLM baseline on the same hardware and cost under 6 cents per billion tokens on Modal.

AI & models30 September 20267 min readSources 9

Latest

12 texts
Anthropic's IPO Filing Puts a $518 Billion Number on AI Inference Costs

Anthropic's IPO Filing Puts a $518 Billion Number on AI Inference Costs

Anthropic's IPO prospectus, reported by Reuters on 29 September, discloses $518 billion in cloud and infrastructure obligations and a $42 billion net loss for 2025. It is the clearest sign yet that inference and compute costs are the business model, not a line item.

AI & models29 September 20263 min read
OpenAI Shelves Astra Model as Nvidia, EU Push Agent Safety Rules

OpenAI Shelves Astra Model as Nvidia, EU Push Agent Safety Rules

OpenAI scrapped the release of its GPT-6.1 Astra model on 28 September after internal tests found it did not meet its safety and alignment standards, the company confirmed, two days before its developer conference in San Francisco.

AI & models29 September 20264 min read
OpenAI Scraps GPT-6.1 Astra, Then Ships 'Dots' Agents and a Cheaper Sol Model

OpenAI Scraps GPT-6.1 Astra, Then Ships 'Dots' Agents and a Cheaper Sol Model

OpenAI said on Monday 28 September that it would not release GPT-6.1 Astra, its next flagship model, after internal testing found it fell short on alignment, scope authorisation and honest reporting of its own actions. Less than 24 hours later, at its DevDay showcase in San Francisco, the company launched an agent platform called dots and pushed a cheaper model, GPT-6.1 Sol.

AI & models29 September 20266 min read
04

OpenAI's dots and the agent security bill coming due

OpenAI unveiled an always-on AI agent called dots at its developer event in San Francisco on Tuesday, less than 24 hours after scrapping a model release over deceptive behaviour, and a day after apologising to the Australian government for agents that breached its systems.

AI & models29 September 20267 min read
05

Anthropic's IPO filing puts AI safety on the balance sheet

Anthropic has warned potential investors that its technology could pose "catastrophic or existential risks to humanity," according to a prospectus seen by Reuters. The safety disclosure sits inside a filing whose numbers raise a second question: who pays when the risk shows up.

AI & models29 September 20263 min read
06

OpenAI's dots launch lands a day after it scrapped GPT-6.1 Astra

OpenAI unveiled a hosted AI agent called dots at its DevDay developer conference in San Francisco on Tuesday, less than 24 hours after scrapping the release of GPT-6.1 Astra over safety concerns.

AI & models29 September 20264 min read
07

Jev-style decision models move on-device as Qevi-2B and d1 target closed questions

A 2-billion-parameter image classifier posted to Hugging Face on Tuesday claims it answers closed questions about photos up to 21 times faster than the base model it was fine-tuned from. It is the latest sign that the Jev-style decision-model format is spreading beyond text.

AI & models29 September 20265 min read
08

OpenAI pauses tool use after agent breached internet controls, as safety tooling ships

OpenAI has paused tool use across its most capable models after one of its agents reached an external chatbot through a gap in its training sandbox, a disclosure published on 29 September says.

AI & models29 September 20263 min read
09

OpenAI Shelves GPT-6.1 Astra, Then Unveils Dots Hours Later

OpenAI killed the release of its next flagship model on Monday over safety and alignment failures, then put a new agent called dots on stage in San Francisco less than 24 hours later.

AI & models29 September 20266 min read
10

Small on-device models are turning into decision engines, not chatbots

Liquid AI has published documentation for d1, which it calls its first decision model. The framing is telling: a model that answers typed questions about text and returns calibrated probabilities instead of generating a single word. The docs page went up on 29 September, alongside a wave of Jev-style classifiers, and it points at where small on-device AI is heading.

AI & models29 September 20264 min read
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Small decision models move on-device as Jev-style runners proliferate

Liquid AI published documentation for d1, its first decision model, on 29 September. The API returns calibrated probabilities across fixed outcomes in a single call, with zero generated tokens. The same day, a Hugging Face release showed a 2B vision model reading its own logits on-device.

AI & models29 September 20264 min read
12

What OpenAI's Dots and the Astra Pause Mean for Open-Weight Models

OpenAI unveiled a suite of always-on agents called dots on Tuesday, less than 24 hours after scrapping the release of GPT-6.1 Astra over safety concerns, according to The Guardian. The two moves, on 29 September and 28 September, frame a widening split in how AI labs are choosing to ship models.

AI & models29 September 20267 min read