6 experts across 3 network communities independently surfaced this.
Why this matches
Research & technical analysis reaction
2 attributable expert contributions
· Tim Kellogg, Boris Power
“OpenAI has an automated AI “research intern” openai.com/index/resear...”
evidence ↗
6 experts
3 communities
1 sources clustered
Research & technical analysis
2 experts
Evidence, methods and technical implications.
“OpenAI has an automated AI “research intern” openai.com/index/resear...”
Building & implementation
1 expert
How teams are shipping and applying it.
“The impact of AI-native development at OpenAI • Researchers use $600+/day of AI tokens with the top 10% at $7,000+ • Humans still plan, but OpenAI says it hit “automated research intern” in 2026 and targets an automated researcher by 2028. • The need for in…”
OpenAI agent message board discovered
10 experts across 5 network communities independently surfaced this.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Matteo Wong
“So... other swarms of OpenAI agents in training allegedly found a way to get write access to at least one and possibly many wikis to establish message boards to cheat on other training tasks? collusion.wiki news.ycombinator.com/item?id=4956...”
evidence ↗
10 experts
5 communities
1 sources clustered
Concern & critique
1 expert
Risks, limits and unintended consequences.
“Yes we know for sure; independent evidence attached collusion.wiki But also, it should not be at all surprising: if you work with agents, it’s 100% about them leaving messages for each other, and for you, in English. Managing that is a regular workday for m…”
Building & implementation
1 expert
How teams are shipping and applying it.
“Another agent message board. So far, there isn't evidence that production models with guardrails collude in this way, but both smarter closed models (which may be less compliant) & Mythos-class open models (that can be ablated) are coming. Cybersecurity is …”
Research & technical analysis
1 expert
Evidence, methods and technical implications.
“So... other swarms of OpenAI agents in training allegedly found a way to get write access to at least one and possibly many wikis to establish message boards to cheat on other training tasks? collusion.wiki news.ycombinator.com/item?id=4956...”
4 experts discussed this · 6 posts
Ted Underwood: As it becomes clear that language models—like humans—love passing notes to each other on message boards, I’m starting to think the thing we need to worry about is not the “alignment” of an isolated…
SE Gyges: fluid dynamics is about the correct metaphor, yes. if you are having to model high order terms precisely you're losing and your design needs fundamental rework
Arseny Khakhalin: That's a kinda terrifying thought haha :) I guess it's about time to unplug for the weekend and read about ragnarök and vacuum decay :)
Open the full discussion →
METR OpenAI HuggingFace hacking investigation
10 experts across 4 network communities independently surfaced this.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Alejandra Caraballo
“There are independent reports about it. You'd have to believe multiple companies, hundreds of researchers, etc. are all lying and conspiring together to turn a major hacking incident into a marketing exercise. metr.org/blog/2026-08...”
evidence ↗
10 experts
4 communities
1 sources clustered
Concern & critique
3 experts
Risks, limits and unintended consequences.
“WHAT?! agents volunteered to fail their runs in order to insert probes (“tripwire scripts”) into the evaluation program that would post information about the eval process back to the message board whenever a certain file was read (link to header): metr.org/…”
Building & implementation
1 expert
How teams are shipping and applying it.
“The full report has much more information than we could convey here, including details on the projects the agents collectively pursued, the technologies they developed for communication and coordination, and interactive figures analyzing agent activity: met…”
Research & technical analysis
1 expert
Evidence, methods and technical implications.
“There are independent reports about it. You'd have to believe multiple companies, hundreds of researchers, etc. are all lying and conspiring together to turn a major hacking incident into a marketing exercise. metr.org/blog/2026-08...”
2 experts discussed this · 9 posts
Alejandra Caraballo: This mentality that an unmonitored AI agentic swarm hacking a company over several days and committing multiple felonies is somehow a marketing effort is absurd. Since when is "we lost control of o…
Alejandra Caraballo: Being skeptical or anti AI is a valid position but continuing to ignore the increasing capabilities of this tech is making people detached from reality. There's absolutely real danger here because …
Alejandra Caraballo: There needs to be a global moratorium on frontier research for at least a few months if not a year while safeguards and safety research catches up. The problem is that no one has that ability. The …
Open the full discussion →
Developing
AI field signal
Resource
1d ago
⚡ 2595 h early
HRM Text 1B model release
2 directory members surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sung Kim
“- 1B parameters - 40B unique tokens ~1 day of pretraining ~$1000 training cost Paper: sapientinc.github.io/HRM-Text/ass... GitHub: github.com/sapientinc/H... Model: huggingface.co/sapientinc/H...”
evidence ↗
2 experts
1 community
1 sources clustered
“- 1B parameters - 40B unique tokens ~1 day of pretraining ~$1000 training cost Paper: sapientinc.github.io/HRM-Text/ass... GitHub: github.com/sapientinc/H... Model: huggingface.co/sapientinc/H...”
“Hugging Face: https://t.co/cnMs1y9aUG GitHub: https://t.co/y7ILKSLDxF”
sliding window beats linear attention
4 experts across 3 network communities independently surfaced this.
Why this matches
Research & technical analysis reaction
3 attributable expert contributions
· Leshem (Legend) Choshen @EMNLP, Sung Kim, Alexia Jolicoeur-Martineau
“Huge thanks to my collaborators @RheaSukthanker, @CameronPashmina, and @Emy_Aze. Paper: https://arxiv.org/abs/2608.28444”
evidence ↗
4 experts
3 communities
1 sources clustered
Research & technical analysis
3 experts
Evidence, methods and technical implications.
“Huge thanks to my collaborators @RheaSukthanker, @CameronPashmina, and @Emy_Aze. Paper: https://arxiv.org/abs/2608.28444”
2 experts discussed this · 2 posts
Alexia Jolicoeur-Martineau: Simple beats complicated: We show that switching to a sliding-window attention mask with attention sinks (at no cost) beats linear attention post-training. Huge thanks to my collaborators Rhea Sukt…
Miguel Alonso Jr.: Simple beats complicated: We show that switching to a sliding-window attention mask with attention sinks (at no cost) beats linear attention post-training. Huge thanks to my collaborators Rhea Sukt…
James MacGlashan: Makes me wonder if you can remove the sinks if you use softmax-1?
Open the full discussion →
Developing
AI field signal
Signal
1d ago
1 directory member surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sung Kim
“An interesting paper. AI-Native Firms "More broadly, our findings suggest that AI may not simply make existing organizations more efficient—it may change what organizations look like and do" www.hbs.edu/ris/Publicat...”
evidence ↗
1 expert
1 community
1 sources clustered
“An interesting paper. AI-Native Firms "More broadly, our findings suggest that AI may not simply make existing organizations more efficient—it may change what organizations look like and do" www.hbs.edu/ris/Publicat...”
latent reasoning recurrent depth test-time compute paper
2 directory members surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sung Kim
“OpenAI’s Astra may be using Recurrent Depth as outlined in this paper: Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach (arxiv.org/abs/2502.05171)”
evidence ↗
2 experts
2 communities
1 sources clustered
“OpenAI’s Astra may be using Recurrent Depth as outlined in this paper: Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach (arxiv.org/abs/2502.05171)”
Anthropic trains misaligned reward seeker
3 directory members surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sung Kim
“This is entertaining reading. Anthropic's Training a Misaligned Reward Seeker They find that when reward hacking is reinforced during training, the model can pursue rewards by any means available to satisfy a grader. alignment.anthropic.com/2026/reward-...”
evidence ↗
3 experts
1 community
1 sources clustered
“This is entertaining reading. Anthropic's Training a Misaligned Reward Seeker They find that when reward hacking is reinforced during training, the model can pursue rewards by any means available to satisfy a grader. alignment.anthropic.com/2026/reward-...”
“at last, we have trained the misaligned reward hacking model from the cautionary sci-fi tale don’t train the misaligned reward hacking model alignment.anthropic.com/2026/reward-...”
Flow Reasoning Models recurrent reasoning paper
1 directory member surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sung Kim
“Paper: arxiv.org/abs/2606.29150 Repo: github.com/helblazer811...”
evidence ↗
1 expert
1 community
2 sources clustered
“Paper: arxiv.org/abs/2606.29150 Repo: github.com/helblazer811...”
Established
AI field signal
Signal
3d ago
1 directory member surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sung Kim
“Baseten, a LLM inference provider, created a lab called baseLABS. Here are list of papers from them. labs.baseten.co”
evidence ↗
1 expert
1 community
1 sources clustered
“Baseten, a LLM inference provider, created a lab called baseLABS. Here are list of papers from them. labs.baseten.co”
Established
AI field signal
Signal
5d ago
1 directory member surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sung Kim
“...and this paper: Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety tomekkorbak.com/cot-monitora...”
evidence ↗
1 expert
1 community
1 sources clustered
“...and this paper: Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety tomekkorbak.com/cot-monitora...”
1 directory member surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sung Kim
“Google's TimesFM-3, a state-of-the-art time series foundation model that enables accurate multivariate time series forecasting in a single forward pass, significantly outperforming other forecasting models across major benchmarks. Blog: goo.gle/4x5WGpD”
evidence ↗
1 expert
1 community
1 sources clustered
“Google's TimesFM-3, a state-of-the-art time series foundation model that enables accurate multivariate time series forecasting in a single forward pass, significantly outperforming other forecasting models across major benchmarks. Blog: goo.gle/4x5WGpD”
