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. ·
33 points and 8 comments on Hacker News, linking colo.to.
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. ·
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. ·
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. ·
A speaker presented a keynote at a developer conference in San Jose. The talk reviewed major large language model developments and coding agent improvements from early 2026. ·
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. ·
33 points and 8 comments on Hacker News, linking colo.to.
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. ·
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. ·
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. ·
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. ·
33 points and 8 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. ·
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. ·
A new framework converts human hand-object interaction data into robot control policies. It uses kinematic retargeting and reinforcement learning to bridge morphological gaps and enable zero-shot sim-to-real deployment. ·
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. ·
A new framework converts human hand-object interaction data into robot control policies. It uses kinematic retargeting and reinforcement learning to bridge morphological gaps and enable zero-shot sim-to-real deployment. ·
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. ·
A new framework converts human hand-object interaction data into robot control policies. It uses kinematic retargeting and reinforcement learning to bridge morphological gaps and enable zero-shot sim-to-real deployment. ·
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. ·
A study found that chat templates cause large language models to use self-referential disclaimers. This effect was observed across several open-source models. ·
The author suggests using dimensionality reduction techniques to visualize a change in AI discourse. They note that the focus has moved from debates about machine autonomy to discussions regarding model limitations. ·
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.
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▲ 48github.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.