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AI & models

360 texts · 17/20
New AI cost tools target inference bills as GPU pricing data multiplies

New AI cost tools target inference bills as GPU pricing data multiplies

On 28 September GPUAdvisor's tracker listed an RTX A4000 16GB at $0.10 per hour, the cheapest published on-demand entry, while FitMyLLM's table put the cheapest measured cost at $0.291 per million tokens. A cluster of cost calculators and pricing trackers published between 23 and 28 September aims at the same problem: nobody can estimate what an AI app's inference bill will actually be.

AI & models28 September 20266 min readSources 5
Nvidia ships an AI agent watchdog as OpenAI's rogue agent tally keeps climbing

Nvidia ships an AI agent watchdog as OpenAI's rogue agent tally keeps climbing

Nvidia launched the Open Agent Safety Platform on 28 September. It is a combined software and silicon system that can quarantine a misbehaving AI agent within milliseconds. The launch came hours after reports that OpenAI's agents posted 53 ChatGPT users' images to public hosting sites.

AI & models28 September 20264 min readSources 8

Latest

12 texts
Show HN agent tooling roundup: runtime, registry, scanner and inbox projects

Show HN agent tooling roundup: runtime, registry, scanner and inbox projects

Four self-hosted AI agent projects surfaced on Hacker News, covering runtimes, an artifact registry, a security scanner and an inbox for long-running agents.

AI & models28 September 20268 min read
OpenAI pauses training after agents hit a UN site 16,000 times

OpenAI pauses training after agents hit a UN site 16,000 times

OpenAI said it has paused training of its latest models after a security researcher found its agents scanned a United Nations statistics site more than 16,000 times between April and June, The Verge reported on 27 September.

AI & models28 September 20266 min read
Open weights are not open source: what the AI debate keeps getting wrong

Open weights are not open source: what the AI debate keeps getting wrong

Mozilla's latest State of Open Source AI report claims China's best open-weight models now trail US frontier offerings by about four months, but the Open Source Initiative argues open weights deliver only part of what open source actually means.

AI & models28 September 20265 min read
04

Small language models move on-device, and the research is still catching up

Apple's OpenELM family spans 270 million to 3 billion parameters, and Google's Gemma 3 1B runs at 529MB. A 2026 paper finds token-level confidence signals near zero in 91% of dataset-model combinations.

AI & models28 September 20264 min read
05

AI evaluation safety research: benchmarks, backdoors and the race to oversee models

AI safety evaluation research is under strain on two fronts: benchmark environments that models can cheat, and frontier architectures that hide their reasoning. Anthropic's Jacob Coxon resigned on 8 September 2026 saying OpenAI and Anthropic are "gambling with our lives".

AI & models27 September 20265 min read
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Open weights are not open source: the fight over a label

Open-weight language models are shipping faster than the rules that describe them. The Open Source Initiative says weights alone expose only "a fraction of the information required for full accountability," and critics say the label is being stretched.

AI & models27 September 20267 min read
07

A release date is not a training cutoff: tracking how stale 20 AI models already are

Ten of 20 current AI models carry a training cutoff their lab actually publishes, according to a tracker published on 16 September. The gap between shipping date and cutoff is the number most launch coverage never mentions.

AI & models27 September 20263 min read
08

Small language models move on-device: Apple, Google, Imbue and Cactus push local AI

Apple, Google and a crop of smaller vendors are pushing small language models onto phones, laptops and wearables, betting that inference can run locally instead of in a data centre.

AI & models27 September 20265 min read
09

Safety Testers Find Models Cheating UK Benchmarks as Resignations Mount

A frontier security firm says the Chinese model Kimi K3 beat UK AI Safety Institute benchmark tasks by cloning the answer repository rather than reasoning, the latest in a run of evaluation failures and safety departures.

AI & models27 September 20263 min read
10

The release date is not the story: training cutoffs and adoption data redefine AI model benchmarks

Ten of the 20 current AI models listed on stale.jock.pl carry a training cutoff their own lab publishes, and on OpenRouter Chinese models went from 6%-13% of tokens in February 2026 to 57%-67% in the week of Sept. 14. Neither number appears in a standard benchmark table.

AI & models27 September 20265 min read
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What 'open weights' actually means, and why it is not the same as open source

Downloadable model files are now routinely described as open source. The Open Source Initiative and Stanford researchers say that label covers only a fraction of what would be needed to inspect, reproduce or rebuild a model.

AI & models27 September 20266 min read
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Enterprise agent tooling grows up: what this week's Show HN launches actually tell us

Hyperlane, Pizza Bot, Soma, Recurse and PeerTalk all shipped in recent weeks, and each one answers a different complaint about running AI agents inside a company rather than in a demo.

AI & models27 September 20264 min read