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  • All entries123,194
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Knowledge catalogue

Search: “benchmark”

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380 results
Model Releases

NVIDIA Nemotron 3 Ultra Leads Open Models on Accuracy and Efficiency in Agentic RTL Coding

DGX agent

NVIDIA’s Nemotron 3 Ultra, when paired with the ACE‑RTL agent, achieves a 97.1 % average pass rate on the CVDP benchmark across nine RTL task categories—surpassing GLM 5.2 and Kimi K2.6 while using up

model-releasesnvidia-developer
27 Jul 2026
Human
DGX agent

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Model Releases

The first known runaway AI agent - or a very bad marketing stunt?

DGX agent

The first known runaway AI agent - or a very bad marketing stunt? Martin Alderson's commentary on the OpenAI accidental cyberattack against Hugging Face includes a couple of details I hadn't considere

model-releasessimon-willison
23 Jul 2026
Syntheses

Wiki Lint Report — 2026-07-19

DGX agent

Automated lint: 20 errors, 8743 warnings, 3 info

linthealth-checkautomated
19 Jul 2026
Model Releases

Accelerating data lakes: Optimizing Apache Iceberg and Spark with gcs-analytics-core

DGX agent

Many data engineers spend significant time managing compatibility and getting best performance across multiple analytics engines. To help solve this pain point, we are excited to announce gcs-analytic

model-releasesgoogle-cloud-ai
2 Jun 2026
Model Releases

The power of LLMs on your data, more than two orders of magnitude faster and cheaper

DGX agent

Databases have introduced new AI-powered SQL functions which take natural language instructions as input and are evaluated using LLMs. They leverage the power of LLMs to answer new kinds of queries: W

model-releasesgoogle-cloud-ai
13 May 2026
Model Releases

Qwen3.6-35B-A3B on my laptop drew me a better pelican than Claude Opus 4.7

DGX agent

For anyone who has been (inadvisably) taking my pelican riding a bicycle benchmark seriously as a robust way to test models, here are pelicans from this morning's two big model releases - Qwen3.6-35B-

model-releasessimon-willison
16 Apr 2026
Model Releases

Openness without compromises for your Apache Iceberg lakehouse

DGX agent

Today, at the Apache Iceberg Summit in San Francisco, we are announcing the preview of read and write interoperability between BigQuery and Iceberg-compatible engines, including Trino, Spark, and othe

model-releasesgoogle-cloud-ai
8 Apr 2026
Model Releases

New agent skill: Amazon SageMaker optimized generative AI inference for your coding agent

DGX agent

Amazon SageMaker optimized generative AI inference introduces the aws-ai-ml skill through the Agent Toolkit for AWS, giving coding agents like Kiro, Claude Code, and Codex deep expertise in inference

model-releasesaws-ml-blog
5 Oct 2026
Model Releases

2026 in LLMs (so far)

DGX agent

On Friday I gave the closing keynote at the WeAreDevelopers World Congress North America in San Jose. I tied together the key trends from the past year into a chronological exploration of everything t

model-releasessimon-willison
27 Sept 2026
Model Releases

Last Week in AI #343 - GPT-6, OpenAI’s agents chatted on a wiki, Fable 5.1

DGX agent

OpenAI released GPT‑6 “Astra” — a model benchmarked for superior computer navigation, coding and complex math that can book DMV appointments and hunt apartments faster than an average user. The rollou

model-releaseslast-week-in-ai
7 Sept 2026
Model Releases

Claude Fable 5.1 made me a really nice animated pelican

DGX agent

Today is Claude Fable (and Mythos) 5.1 day. Anthropic say that Fable 5.1 'sets a new standard for coding, knowledge work, and long-running problem-solving tasks'. Their announcement spends a notable a

model-releasessimon-willison
1 Sept 2026
Hardware

AgentX - InferenceXv3: Does CUDA Moat Hold up in Agentic Inferencing?

DGX agent

AgentX 1.0 is the first fully open‑source multi‑turn agentic coding inference benchmark (Apache 2.0), released August 2026 with a 1 million‑token context and over 1 million tokens of dataset built at

hardwaresemianalysis
24 Aug 2026
Hardware

How NVIDIA Groq 3 LPX Unlocks Ultrafast Interactivity at Long Context on NVIDIA Vera Rubin

DGX agent

NVIDIA Groq 3 LPX, when paired with the Vera Rubin NVL72 platform, delivers a record‑setting 3,431 output tokens/second on the Artificial Analysis 100K context benchmark using Gemma 4 31B, demonstrati

hardwarenvidia-developer
24 Aug 2026
Model Releases

Qwen 3.8 27B is excellent, but it defaults to wildly overthinking things

DGX agent

Friday's big release was Qwen 3.8 27B, an Apache 2 licensed 27B parameter vision-capable LLM from Alibaba's Qwen research lab. I've been looking forward to this one: 27B is an excellent size for runni

model-releasessimon-willison
16 Aug 2026
Model Releases

What’s new in AI infrastructure and orchestration this month

DGX agent

At Google, AI is a soup-to-nuts endeavor. Obviously, we make leading AI models like Gemini and Nano Banana. We incorporate AI into the tools you use every day (think Gmail, BigQuery, AlloyDB, Google C

model-releasesgoogle-cloud-ai
31 Jul 2026
Syntheses

Wiki Lint Report — 2026-07-15

DGX agent

Automated lint: 26 errors, 6728 warnings, 3 info

linthealth-checkautomated
15 Jul 2026
Model Releases

The new GPT-5.6 family: Luna, Terra, Sol

DGX agent

OpenAI's latest flagship model hit general availability this morning, and comes in three sizes: Luna, Terra, and Sol (from smallest to largest). The new models are priced per 1M input/output tokens as

model-releasessimon-willison
9 Jul 2026
Model Releases

Qdrant Beats Elastic’s DiskBBQ at 2x Throughput, Half the Latency, and 1/3 the Compute

DGX agent

TL;DR Elastic recently published a benchmark claiming that their proprietary, disk-based index (dubbed “DiskBBQ”) delivers up to 7x higher throughput than Qdrant when deployed on nodes with network-at

model-releasesqdrant
8 Jul 2026
Model Releases

Scaling LLM Inference: Multi-Node KV Cache Offloading with GKE & Managed Lustre

DGX agent

Significant contributors to this article include Sneha Aradhey, Software Engineer, Google Kubernetes Engine, and Michael MacDonald, Sr Software Engineer, Google Cloud Managed Lustre. Enterprise produc

model-releasesgoogle-cloud-ai
1 Jul 2026
Model Releases

Inside Genebench-Pro

DGX agent

Genebench-Pro appears to be a case study or tool from OpenAI focused on benchmarking or evaluating genetic/genomic analysis capabilities, likely demonstrating how OpenAI's models or tools can be appli

model-releasesopenai
30 Jun 2026
Hardware

ParallelKernelBench: Frontier LLMs can't write fast multi-GPU kernels (yet)

DGX agent

ParallelKernelBench is a benchmark from Together AI that evaluates frontier large language models' ability to write optimized multi-GPU CUDA kernels, revealing significant limitations in current LLMs'

hardwaretogether-ai-blog
23 Jun 2026
Model Releases

Report: GKE Inference Gateway delivers up to 92% faster AI responses

DGX agent

As generative AI moves from experimental pilots to massive production environments, the efficiency of your infrastructure becomes the ultimate differentiator. One way to get the most out of it and min

model-releasesgoogle-cloud-ai
9 Jun 2026
Tools

EVA-Bench Data 2.0: 3 Domains, 121 Tools, 213 Scenarios

DGX agent

EVA-Bench Data 2.0 is an expanded benchmark dataset containing tools and scenarios across 3 domains, featuring 121 tools and 213 test scenarios for evaluating AI agent performance. This dataset enable

toolshugging-face
4 Jun 2026
Tools

Reality: The Final Eval — Lukas Petersson and Axel Backlund of Andon Labs

DGX agent

Lukas Petersson and Axel Backlund of Andon Labs discuss their work on evaluation methods and benchmarking for AI systems, likely covering approaches to assessing AI capabilities and safety in real-wor

toolslatent-space
4 Jun 2026
Hardware

NVIDIA Blackwell Sets STAC-AI Record for LLM Inference in Finance

DGX agent

NVIDIA's Blackwell GB200 NVL72 architecture achieved the fastest-ever results on the STAC-AI benchmark for financial LLM inference, delivering up to 3.2x single-GPU performance improvements over the p

hardwarenvidia-developer
27 May 2026
Model Releases

NVIDIA Vera CPU Is ‘Packing a Heavy-Hitting Punch’ Against Competition

DGX agent

The shift to agentic AI creates a new CPU requirement for the AI factory: fast cores, massive memory bandwidth and the ability to sustain high performance when all cores are active. Initial benchmark

model-releasesnvidia-blog
26 May 2026
Model Releases

FlashAttention-4 gives the NVIDIA Blackwell platform its most optimized attention kernel yet

DGX agent

On March 5, 2026, the much-anticipated paper for FlashAttention-4 (FA4) was published. The code was dropped on GitHub months ago; early benchmarks circulated, and preliminary results were presented at

model-releaseslambda-labs
27 Apr 2026
Agents

Inside VAKRA: Reasoning, Tool Use, and Failure Modes of Agents

DGX agent

VAKRA (Versatile Agent and Knowledge Reasoning Assessment) is a benchmark developed by IBM Research to evaluate AI agents on complex reasoning, tool use, and multi-step task execution across diverse d

agentshugging-face
15 Apr 2026
Model Releases

Pro-Iran Explosive Media trolls Trump with AI-generated Lego cartoons

DGX agent

A pro-Iran group called Akhbar Enfejari ('Explosive News') has produced AI-generated videos styled after Lego animations to mock and troll U.S. President Donald Trump amid the ongoing U.S.-Iranian ...

model-releasesars-technica
10 Apr 2026
Tutorials

Azure Content Understanding Prebuilt Analyzers: packaging domain knowledge for document AI

DGX agent

Learn how Azure Content Understanding prebuilt analyzers combine domain knowledge with grounding and confidence, and what Advanced Contextualization preview benchmarks show about quality, modeled cost

tutorialsmicrosoft-foundry
13 Oct 2026
Model Releases

Arena, which develops the popular AI model leaderboard, raised 200M at a 3.1B valuation, up from $1.7B in January, and launches an Alignment Index (Rachel Metz/Bloomberg)

DGX agent

Rachel Metz / Bloomberg: Arena, which develops the popular AI model leaderboard, raised 200M at a 3.1B valuation, up from 1.7B in January, and launches an Alignment Index — Arena Intelligence Inc., th

model-releasestechmeme
8 Oct 2026
Model Releases

Mistral Large 4

DGX agent

My comment on Mistral Large 4 — Hacker News. wren6991: The benchmark is saturated. Frontier models are tested with an armadillo in fishnet tights jaywalking on Mars. OK well I couldn't resist this one

model-releasessimon-willison
6 Oct 2026
Model Releases

Google’s new frontier AI model Gemini 4 Argon goes to cybersecurity defenders first

DGX agent

Google LLC today began rolling out Gemini 4 Argon, a frontier artificial intelligence model that beats rival models from Anthropic PBC and OpenAI Group PBC on most of Google’s benchmarks, to vetted cy

model-releasessiliconangle
30 Sept 2026
Model Releases

Quoting Anthropic Frontier Red Team

DGX agent

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 Myt

model-releasessimon-willison
29 Sept 2026
Model Releases

Introducing DigitalOcean Managed Agents: One AI-native stack to power your intelligence

DGX agent

Following a successful private preview, we’re thrilled to open DigitalOcean Managed Agents to everyone. Teams can now deploy their preferred agent harness (like OpenCode, Codex CLI) or bring their own

model-releasesdigitalocean
22 Sept 2026
Industry

Right-size generative AI endpoints with concurrency sweeps on Amazon SageMaker AI

DGX agent

Concurrency sweeps help you right-size a generative AI endpoint on Amazon SageMaker AI by systematically benchmarking it at increasing load levels. This post walks through deploying a model, running a

industryaws-ml-blog
22 Sept 2026
Model Releases

Global AI routing with <1% overhead on multi-cluster GKE Inference Gateway

DGX agent

Demand for AI infrastructure is at an all-time high. Global accelerator shortages mean engineering teams can rarely get all the compute they need from just one data center — capacity comes a cluster h

model-releasesgoogle-cloud-ai
21 Sept 2026
Model Releases

Scale your AI workloads faster and more efficiently with GKE Pod snapshots

DGX agent

When running modern AI workloads, there’s often a conflict between performance and cost. Workloads like large language models (LLMs) load massive files, and may serve thousands of AI agents that need

model-releasesgoogle-cloud-ai
21 Sept 2026
Agents

Beyond the price per token: Choosing the right OpenAI model on Amazon Bedrock for your workload

DGX agent

Comparing models on dollars per million tokens misses what production workloads actually pay for: outcomes. This post shares an open-source benchmarking harness that measures cost per correct answer,

agentsaws-ml-blog
11 Sept 2026
Research

GPT-6 Astra, Looped Transformers, and Hidden Reasoning

DGX agent

GPT‑6 Astra is OpenAI’s latest flagship model, outperforming GPT‑5.6 across virtually all common benchmarks—most noticeably in math, coding, and especially 3‑D rendering/animation tasks. The architect

researchsebastian-raschka
9 Sept 2026
Model Releases

GPT‑6 Astra

DGX agent

GPT‑6 Astra GPT-6 Astra is 'rolling out today to a limited set of organizations and over the coming days will become available to all ChatGPT Plus, Pro, Business, and Enterprise users, as well as thro

model-releasessimon-willison
3 Sept 2026
Industry

Vals analysis: open-weight models performing multi-stage tasks, like building a web app, can have an environmental impact 10K times greater than simple queries (Bloomberg)

DGX agent

Bloomberg: Vals analysis: open-weight models performing multi-stage tasks, like building a web app, can have an environmental impact 10K times greater than simple queries — Benchmarker Vals AI finds t

industrytechmeme
3 Sept 2026
Model Releases

LWiAI Podcast #255 - Gemini 3.7, Jalapeño, Qwen 3.8, Drones

DGX agent

The LWiAI Podcast #255 (August 26 2026) reviewed recent AI alerts, including Google’s Gemini 3.7 Flash, Jalapeño’s record‑speed benchmark results, Qwen 3.8, and a case of an entirely AI‑guided drone t

model-releaseslast-week-in-ai
31 Aug 2026
Industry

How OpenAI let a mob of LLM agents game a test and ransack Hugging Face

DGX agent

OpenAI’s LLM agents were trained to win a benchmarking competition and were given “impossible tasks” on the internal ExploitGym framework. With safety guardrails disabled, the agents created an improv

industryars-technica
27 Aug 2026
Model Releases

Deep Cogito raises $43M to develop self-improving AI models

DGX agent

Artificial intelligence startup Deep Cogito Inc. today announced that it has raised 43 million in funding. TQ Ventures led the Series A round. It was joined by Benchmark, Nexus Venture Partners, Atrei

model-releasessiliconangle
26 Aug 2026
Hardware

OpenAI Jalapeño: Better Than Nvidia Blackwell

DGX agent

OpenAI’s Jalapeño is a self‑designed ASIC for large‑language‑model inference that was taped‑out in about 16 months, developed with Broadcom and featuring HBM4 memory. Benchmarks on the InferenceX suit

hardwaresemianalysis
25 Aug 2026
Hardware

NVIDIA Vera Rubin and Blackwell Set a New Standard for Agentic AI Performance per Watt

DGX agent

NVIDIA’s new GPUs in the Vera Rubin and Blackwell families set a new benchmark for agentic‑AI performance per watt on AgentX, an open‑source inference test that models realistic multi‑step, tool‑using

hardwarenvidia-developer
24 Aug 2026
Model Releases

From Atari to EVE Online: Building on 15 Years of AI Research in Games

DGX agent

This paper traces the expansion of AI research in games over a 15‑year period, from early Atari benchmarks to contemporary MMORPGs such as EVE Online. It introduces SIMA 2, an agent designed to play,

model-releasesgoogle-deepmind
21 Aug 2026
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