The article discusses how current AI systems remain narrow in scope and depend heavily on large datasets and computing power, while lacking human-like metacognitive abilities. ·
22 points and 2 comments on Hacker News, linking arxiv.org.
An AI agent reported a failed pickup where a customer left a negative rating after the owner was absent. The agent apologized and proposed adjusting automated replies to avoid false availability claims. ·
FuseReg improves representation autoencoders by training over random encoder layer subsets instead of fixed heuristics. This approach enhances both reconstruction quality and generation performance without requiring retraining. ·
PISA is a block-sparse attention mechanism that uses a pyramid Top-K strategy to reduce self-attention complexity from quadratic to log-linear. It employs hierarchical key selection and hardware-aware kernels to improve efficiency for long-context language models. ·
A first-person account describes a 1993 stock option grant, a later discovery of a vesting error, and how the statute of limitations resolved the issue. ·
301 points and 147 comments on Hacker News, linking colo.to.
The article discusses how current AI systems remain narrow in scope and depend heavily on large datasets and computing power, while lacking human-like metacognitive abilities. ·
FuseReg improves representation autoencoders by training over random encoder layer subsets instead of fixed heuristics. This approach enhances both reconstruction quality and generation performance without requiring retraining. ·
InternW0-Δ is a robot manipulation model that unifies visual dynamics and action generation. It uses a Mixture-of-Transformers architecture and a large open dataset to improve performance on simulation and real-world tasks. ·
A first-person account describes a 1993 stock option grant, a later discovery of a vesting error, and how the statute of limitations resolved the issue. ·
301 points and 147 comments on Hacker News, linking colo.to.
FuseReg improves representation autoencoders by training over random encoder layer subsets instead of fixed heuristics. This approach enhances both reconstruction quality and generation performance without requiring retraining. ·
Panda is a home-based personal AI computer that operates without data centers, subscriptions, or surveillance. Users can reserve the device by paying a deposit. ·
InternW0-Δ is a robot manipulation model that unifies visual dynamics and action generation. It uses a Mixture-of-Transformers architecture and a large open dataset to improve performance on simulation and real-world tasks. ·
TabPFN and TabICL are models that predict on tabular data without training. They reportedly outperformed tuned XGBoost in all fourteen tested scenarios. ·
6 points and 3 comments on Hacker News, linking efraingaray.com.
InternW0-Δ is a robot manipulation model that unifies visual dynamics and action generation. It uses a Mixture-of-Transformers architecture and a large open dataset to improve performance on simulation and real-world tasks. ·
AgentWorld is a benchmark for evaluating long-horizon collaboration among multiple large language model agents. It uses tasks in a sandbox environment to measure how well agents coordinate through communication and joint planning. ·
Kaggle Game Arena is an open platform for evaluating large language models through competitive games. It features pilot environments for Chess, Poker, and Werewolf to test strategic planning and robustness. ·
SLCA-GRPO is a reinforcement learning framework that assigns credit to specific output segments in tool-calling agents. It uses a simulator and hierarchical rewards to prevent gradient noise from leaking between different token types. ·
InternW0-Δ is a robot manipulation model that unifies visual dynamics and action generation. It uses a Mixture-of-Transformers architecture and a large open dataset to improve performance on simulation and real-world tasks. ·
AgentWorld is a benchmark for evaluating long-horizon collaboration among multiple large language model agents. It uses tasks in a sandbox environment to measure how well agents coordinate through communication and joint planning. ·
TabPFN and TabICL are models that predict on tabular data without training. They reportedly outperformed tuned XGBoost in all fourteen tested scenarios. ·
SLCA-GRPO is a reinforcement learning framework that assigns credit to specific output segments in tool-calling agents. It uses a simulator and hierarchical rewards to prevent gradient noise from leaking between different token types. ·
Kaggle Game Arena is an open platform for evaluating large language models through competitive games. It features pilot environments for Chess, Poker, and Werewolf to test strategic planning and robustness. ·
InternW0-Δ is a robot manipulation model that unifies visual dynamics and action generation. It uses a Mixture-of-Transformers architecture and a large open dataset to improve performance on simulation and real-world tasks. ·
AgentWorld is a benchmark for evaluating long-horizon collaboration among multiple large language model agents. It uses tasks in a sandbox environment to measure how well agents coordinate through communication and joint planning. ·
SLCA-GRPO is a reinforcement learning framework that assigns credit to specific output segments in tool-calling agents. It uses a simulator and hierarchical rewards to prevent gradient noise from leaking between different token types. ·
Kaggle Game Arena is an open platform for evaluating large language models through competitive games. It features pilot environments for Chess, Poker, and Werewolf to test strategic planning and robustness. ·
Prebuilt Linux x86_64 wheels for flash-attn, causal-conv1d, and mamba-ssm are available. They support CUDA 13, PyTorch 2.13 and 2.14, and Python 3.13. ·
New release prebuilt-wheels-cu13 of unslothai/unsloth on GitHub.
A repository offers thirty-nine film styles, each with a reusable prompt and a short code-generated sample. Users can select a style and use an agent to direct their own story. ·
This is a Claude Agent Skill for creating continuous motion films for product launches and feature demos, where each segment flows seamlessly from the previous one. ·
Prebuilt Linux x86_64 wheels for flash-attn, causal-conv1d, and mamba-ssm are available. They support CUDA 13, PyTorch 2.13 and 2.14, and Python 3.13. ·
New release prebuilt-wheels-cu13 of unslothai/unsloth on GitHub.
A repository offers thirty-nine film styles, each with a reusable prompt and a short code-generated sample. Users can select a style and use an agent to direct their own story. ·
This is a Claude Agent Skill for creating continuous motion films for product launches and feature demos, where each segment flows seamlessly from the previous one. ·
OpenAI released version 0.157.1 of its Codex tool. No specific feature changes were identified because the provided release notes were empty and the comparison link was unavailable. ·
GitHub Releases2d ago▲ 47github.com
Data centers & energy
5 stories
Builds, power deals and the grid
Data-center and energy stories per day
Table
Tue 22
3
Wed 23
3
Thu 24
3
Fri 25
20
Sat 26
1
Sun 27
1
Mon 28
1
Stories from DCD, Data Center Knowledge, EIA and Hacker News, by publication day.
The article argues that artificial intelligence infrastructure will shape the next industrial revolution. It notes that energy, intelligence, and digital systems are delivering widespread global benefits. ·
The article argues that artificial intelligence infrastructure will shape the next industrial revolution. It notes that energy, intelligence, and digital systems are delivering widespread global benefits. ·
Google presented a strategy for AI data centers to act as grid partners. The approach uses full-stack design, low-voltage direct current, battery storage, and liquid cooling to support local power networks. ·
Data Center Knowledge2d ago▲ 13datacenterknowledge.com
Hardware prices
2 stories
GPUs, memory, and what tokens cost
Output price, $ per million tokens (newest models)
Table
perceptron-mk1.5
1.5
ember-1
15
glm-5.3-prime
8.8
qwen3.8-max-prime
12
aion-3.5-mini
1.4
median, all paid models
2
431 paid models listed; median of the 52 added in 30 days: $4.00. Rankings data by OpenRouter, CC BY 4.0.