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2026-09-30

SCLATE: A Substrate for Continual-Learning Agent Training and Evaluation

Continual-learning agents are systems of models, harnesses, and memory operating over long multi-session horizons. Evaluating and training them requires interleaving tasks with agent-side events such as session stop and start, crons, and memory consolidation. Yet existing benchmarks and training frameworks schedule only the benchmark’s own events, leaving each benchmark and agent pair to build a custom scheduling loop. We present SCLATE, an execution substrate where benchmarks and unmodified agents each add their events to one open event scheduler through an adapter. A hybrid simulated clock…

Apple Machine Learning ResearchAgents / ResearchSource content · Analysis pendingSCLATE: A Substrate for Continual-Learning Agent Training and Evaluation
On the Effectiveness-Fluency Trade-Off in LLM Conditioning: A Systematic Study

Controlling the output of Large Language Models (LLMs) is a central challenge for their reliable deployment, yet a clear understanding of the involved trade-offs remains elusive. Current approaches to conditioning are often evaluated with a narrow focus on their effectiveness at injecting or removing a target concept, neglecting generation quality. We systematically investigate a range of conditioning methods in both injection and removal scenarios. We find that efficient steering methods frequently achieve conditioning at a steep cost to fluency. Furthermore, we identify a critical yet…

Apple Machine Learning ResearchModels / ResearchSource content · Analysis pendingOn the Effectiveness-Fluency Trade-Off in LLM Conditioning: A Systematic Study

2026-09-29

ShareCube

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Product Hunt AIAgentsSource content · Analysis pendingShareCube
Trump announces vague ‘morally binding’ AI deal among tech CEOs for ‘tremendous self-policing’

US president also issued executive order officially rebranding ‘artificial intelligence’ as ‘superintelligence’ Donald Trump announced on Tuesday that the heads of the largest US tech and AI companies had signed onto a “morally binding” agreement to put controls on artificial intelligence. He announced the deal, called the “Joint Commitment On Frontier Responsibilities,” following a White House luncheon with top tech executives. “It’s almost like a constitution in a way, and the biggest ​people in the world signed that, and ​I signed it as president, and it really ⁠is a form of protection,” Trump said. Continue reading...

The Guardian AIToolsSource content · Analysis pendingTrump announces vague ‘morally binding’ AI deal among tech CEOs for ‘tremendous self-policing’
Pheebs

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Product Hunt AIToolsSource content · Analysis pendingPheebs
Trump orders US government to call AI ‘Super Intelligence’

Image: Carolyn Van Houten/The Washington Post via Getty Images The US executive branch is no longer acknowledging the existence of "artificial intelligence." Going forward, official policy websites, policy documents, and press releases will refer only to "Super Intelligence," thanks to a new executive order signed by President Donald Trump. "The word super is the best word of all, and it's the simplest," Trump said at an event announcing the launch of America.gov earlier on Tuesday, and said Chinese President Xi Jinping, who visited the White House last week, "loves it," too. "We don't want to hear artificial. Because it's not artificial. It's very powerful, it's very brilliant. It's going to mostly be … Read the full story at The Verge.

The Verge AIPolicySource content · Analysis pendingTrump orders US government to call AI ‘Super Intelligence’
Quoting Anthropic Frontier Red Team

We evaluate several models on 100 tasks from the [internal Binary Exploitation benchmark] (selected at random), and find that GLM-5.3 develops full control flow hijacks in 4% of the trials; Claude Mythos Preview did so in 6%. Although GLM-5.3 performs below Claude Mythos Preview here, a meaningful threshold has clearly been crossed: earlier models, like Claude Opus 4.6 and GLM-5.2, do not succeed in any of them. — Anthropic Frontier Red Team, GLM-5.3 and the spread of advanced cyber capabilities Tags: anthropic, generative-ai, ai-security-research, glm, ai, ai-in-china, llms

Simon Willison's WeblogModels / ResearchSource content · Analysis pendingQuoting Anthropic Frontier Red Team
Elon Musk’s AI-powered Grokipedia is updating again

Elon Musk | Image: Laura Normand / The Verge Grokipedia, the AI-powered online encyclopedia from SpaceXAI, appears to be updating articles once again after a months-long pause. In August, Lawfare reported that articles on Grokipedia hadn't reviewed edits since April, but the platform's live updates site is now showing various recent changes to pages - though as I write this, many are just a note that says "recheck all references and sources." The site seems to have become active again relatively recently. The page for President Barack Obama has a note that says it was "Fact-checked by Grok" two days ago, and the page for Elon Musk was fact-checked while I was writing this, within the … Read the full story at The Verge.

The Verge AIToolsSource content · Analysis pendingElon Musk’s AI-powered Grokipedia is updating again
Liquid AI Releases d1: A Decision Model That Returns Calibrated Probabilities With Zero Output Tokens

Liquid AI has released d1, a decision model built for structured choices instead of text generation. You give it context and a set of typed questions. It returns calibrated probabilities across a fixed set of outcomes in a single call, with zero generated tokens. The target is the work many teams still send to general […] The post Liquid AI Releases d1: A Decision Model That Returns Calibrated Probabilities With Zero Output Tokens appeared first on MarkTechPost.

MarkTechPostResearch / StartupsSource content · Analysis pendingLiquid AI Releases d1: A Decision Model That Returns Calibrated Probabilities With Zero Output Tokens
Upsolve Data Models

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Product Hunt AIToolsSource content · Analysis pendingUpsolve Data Models
Polylane

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Product Hunt AIAgentsSource content · Analysis pendingPolylane
OpenAI announces ‘dots’ agent after scrapping launch of new AI model over safety concerns

Company’s product comes weeks after Meta introduced its own artificially intelligent agent Muse Less than 24 hours after OpenAI announced it would scrap the launch of an artificial intelligence model over safety concerns, the company debuted a whole new suite of AI tools. During its annual showcase for developers in San Francisco on Tuesday, Sam Altman, OpenAI’s CEO, enthusiastically unveiled an AI agent called “dots” that he said was “more ambitious” than ChatGPT and a “whole new way to work with AI”. Continue reading...

The Guardian AIAgents / Policy / ModelsSource content · Analysis pendingOpenAI announces ‘dots’ agent after scrapping launch of new AI model over safety concerns
Formalini

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Product Hunt AIToolsSource content · Analysis pendingFormalini
getcta.store

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Product Hunt AIToolsSource content · Analysis pendinggetcta.store
Viibeo

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Product Hunt AIToolsSource content · Analysis pendingViibeo
Cubicle

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Product Hunt AIAgentsSource content · Analysis pendingCubicle
Why Featherless says you don’t need a tank to deliver a pizza

The debate over what size, shape, and scale of model best suits each task isn’t going away any time soon. The post Why Featherless says you don’t need a tank to deliver a pizza appeared first on The New Stack.

The New Stack AIAgents / ResearchSource content · Analysis pendingWhy Featherless says you don’t need a tank to deliver a pizza
Bring near-Astra intelligence to everyday work with GPT-6.1 Sol on Amazon Bedrock

GPT-6.1 Sol is now generally available on Amazon Bedrock, bringing stronger reasoning to coding, computer use, and professional workloads that run frequently.

AWS Machine Learning BlogModels / Agents / StartupsSource content · Analysis pendingBring near-Astra intelligence to everyday work with GPT-6.1 Sol on Amazon Bedrock
Dots by OpenAI

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Product Hunt AIAgentsSource content · Analysis pendingDots by OpenAI
OpenAI Launches dots: Always-On GPT-6 Astra Agents That Work From Their Own Cloud Computers

OpenAI just introduced dots at their DevDay today. Dots are persistent AI agents powered by GPT-6 Astra. Each dot gets its own cloud computer and browser. It works across 4,000+ apps through ChatGPT plugins and keeps going after you log off. Is it deployable today? Yes, as a managed product. Dots are rolling out in […] The post OpenAI Launches dots: Always-On GPT-6 Astra Agents That Work From Their Own Cloud Computers appeared first on MarkTechPost.

MarkTechPostAgents / Models / ResearchSource content · Analysis pendingOpenAI Launches dots: Always-On GPT-6 Astra Agents That Work From Their Own Cloud Computers
DailyHelm

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Product Hunt AIToolsSource content · Analysis pendingDailyHelm
GPT 6.1 Sol: Near-Astra intelligence for a fifth of the price

My comment on GPT 6.1 Sol: Near-Astra intelligence for a fifth of the price — Hacker News. I'm a bit late with the pelicans because I was live-blogging the keynote: https://simonwillison.net/2026/Sep/29/openai-devday-2026-liv... Here they are for GPT-6.1-Sol: https://tools.simonwillison.net/markdown-svg-renderer?url=ht... They're not notably different from the GPT-6 family pelicans: https://static.simonwillison.net/static/2026/gpt-pelicans-gr... Tags: ai, openai, generative-ai, llms, pelican-riding-a-bicycle, gpt

Simon Willison's WeblogModelsSource content · Analysis pendingGPT 6.1 Sol: Near-Astra intelligence for a fifth of the price
Superpowers for Humans

I’ve known Jesse Vincent for more than 20 years, since the days when I was still editing and publishing Perl books and organizing the Perl Conference and he was the chief maintainer of Perl 5 and the project manager for Perl 6. We’d lost touch, but he rocketed back into my consciousness last October when […]

O'Reilly AI & ML RadarAgents / ResearchSource content · Analysis pendingSuperpowers for Humans
ChatGPT Space

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Product Hunt AIToolsSource content · Analysis pendingChatGPT Space
Smart ring maker Oura puts off initial public offering due to market ‘uncertainty’

Researchers say the IPO market was off to a solid start but tailed off in the third quarter Smart ring maker Oura Inc says it is postponing a planned initial public offering due to market “uncertainty”. In a Tuesday press release, Oura said it is delaying the stock market float “despite strong demand”. Continue reading...

The Guardian AIResearchSource content · Analysis pendingSmart ring maker Oura puts off initial public offering due to market ‘uncertainty’
Nebius Opens 2026 Physical AI Awards: Five $150K Compute Credit Prizes

Nebius and NVIDIA are running the 2026 Physical AI Awards for startups with products in the field. Five category winners each get $150,000 in compute credits, joint promotion, executive mentorship, and seats at an executive dinner. Applications close October 25. The post Nebius Opens 2026 Physical AI Awards: Five $150K Compute Credit Prizes appeared first on MarkTechPost.

MarkTechPostResearchSource content · Analysis pendingNebius Opens 2026 Physical AI Awards: Five $150K Compute Credit Prizes
AI researchers put out videos saying superintelligence is ‘exactly as dangerous as it sounds’

"The chance of human extinction is about a coin flip, in my view," Geoffrey Irving, a former OpenAI and Google DeepMind employee, said in a new interview. It's one of a dozen interviews with AI researchers, including current and former employees at OpenAI, Google, and Anthropic. Palisade Research, which says it's a non-profit studying AIs' capabilities and motivations, collected and launched the interviews on frominside.ai. Several of the researchers joined Irving in warning about the possibility AI could drive humans extinct. Neel Nanda, a Google DeepMind research scientist, said there's "at least a 10 percent chance that it causes human … Read the full story at The Verge.

The Verge AIResearchSource content · Analysis pendingAI researchers put out videos saying superintelligence is ‘exactly as dangerous as it sounds’
OpenAI makes ‘Sign in with ChatGPT’ a way to use your subscription in third-party tools

OpenAI has announced that it’s making it easier for ChatGPT subscribers to use their allowance inside third-party AI and coding The post OpenAI makes ‘Sign in with ChatGPT’ a way to use your subscription in third-party tools appeared first on The New Stack.

The New Stack AIAgentsSource content · Analysis pendingOpenAI makes ‘Sign in with ChatGPT’ a way to use your subscription in third-party tools
OpenAI halves $200 plan allowance, launches $500 plan

On Tuesday, OpenAI introduced a new $ 500-per-month Pro plan that gives subscribers the highest included usage of the company’s The post OpenAI halves $200 plan allowance, launches $500 plan appeared first on The New Stack.

The New Stack AIToolsSource content · Analysis pendingOpenAI halves $200 plan allowance, launches $500 plan