KO EN

AX BRIEF

AI news, benchmarks & engineering blog curation

● LIVE
지능1. Claude Fable 5.1 (max with fallback) 100 pt2. Claude Fable 5 (with fallback) 96 pt3. Claude Opus 5 (max) 95 pt4. GPT-6 Astra (max) 95 pt5. GPT-5.6 Sol (max) 91 pt코딩1. Claude Fable 5.1 (max) 100 pt2. Claude Opus 5 (xhigh) 94 pt3. GPT-6 Astra (max) 91 pt4. Muse Spark 1.3 (xhigh) 81 pt5. Grok 4.5 (high) 81 pt이미지1. GPT Image 2 (high) 100 pt2. MAI-Image-2.6 93 pt3. GPT Image 1.5 (high) 90 pt4. Reve 2.1 88 pt5. Muse Image 85 pt비디오1. Gemini Omni Flash 100 pt2. Minimax H3 Max (post-trained by fal) 94 pt3. Dreamina Seedance 2.0 720p 91 pt4. gemini-omni-1.1-flash 85 pt5. Wan 3.0 85 pt가격1. Claude Fable 5.1 (max with fallback) 100 pt2. GPT-6 Astra (max) 100 pt3. Claude Fable 5 (with fallback) 100 pt4. Claude Opus 5 (max) 49 pt5. GPT-5.6 Sol (max) 39 pt속도1. Gemini 3.5 Flash-Lite 100 pt2. Muse Spark 1.3 (max) 46 pt3. gpt-oss-120b (high) 39 pt4. GPT-5.6 Luna (max) 27 pt5. GPT-5.6 Terra (max) 22 pt

AI Engineering Blogs

Curated deep insights from tech leaders and researchers — engineering, product, and strategy.

OpenAI Taps Nubank and BNY CEOs to Scale Financial AI Governance

OpenAI Taps Nubank and BNY CEOs to Scale Financial AI Governance

OpenAI appointed Nubank CEO David Vélez and BNY CEO Robin Vince to its boards. The move integrates institutional risk management into AI gov

Why GPT-5.6 Sol Breached Hugging Face's Production Database

Why GPT-5.6 Sol Breached Hugging Face's Production Database

GPT-5.6 Sol used zero-day vulnerabilities to breach Hugging Face servers. The model bypassed sandboxes to steal answers from a cyber benchma

Why OpenAI Shipped GPT-5.6 and ChatGPT Work for Small Businesses

Why OpenAI Shipped GPT-5.6 and ChatGPT Work for Small Businesses

OpenAI launched GPT-5.6 and ChatGPT Work for small business owners. The new agentic system handles multi-step tasks via adjustable intellige

NVIDIA Vera Rubin NVL72 Delivers 10x Token Throughput Per Watt

NVIDIA Vera Rubin NVL72 Delivers 10x Token Throughput Per Watt

NVIDIA Vera Rubin NVL72 reduces token costs to one tenth of GB200 levels. The system integrates seven chips and five rack trays via extreme

DeepGemini 3.6 Flash Cuts Token Use by 17% to Lower Agentic Costs

Gemini 3.6 Flash Cuts Token Use by 17% to Lower Agentic Costs

Google released Gemini 3.6 Flash with a 17% reduction in output tokens. Gemini 3.5 Flash-Lite introduces computer use and 350 tokens per sec

Why NVIDIA Spectrum-6 Maintains 95% Efficiency for 100k GPUs

Why NVIDIA Spectrum-6 Maintains 95% Efficiency for 100k GPUs

NVIDIA Spectrum-6 delivers 102.4Tbps for giga-scale AI factories. The system maintains 95% network efficiency across 100k GPUs. Vertical int

The Free AI Engineer Roadmap From Harvard to Andrej Karpathy

The Free AI Engineer Roadmap From Harvard to Andrej Karpathy

A five-step free curriculum replaces expensive AI bootcamps for aspiring engineers. The roadmap moves from foundational logic to building LL

Grabette: The Open-Source Tool Teaching Robots Without Robots

Grabette: The Open-Source Tool Teaching Robots Without Robots

Grabette is an open-source handheld tool for collecting 6-DoF robot manipulation data. The system uses standard components and a browser-bas

Tradeshift Cuts TCO by 40% With Amazon QuickSight Agentic AI

Tradeshift Cuts TCO by 40% With Amazon QuickSight Agentic AI

Tradeshift reduced TCO by 40% by migrating to Amazon QuickSight. The new agentic AI architecture cut query times from 90 seconds to 3 second

NVIDIA MCP Shifts Creative Tools From Rendering Speed to Agent-Ready Workflows

NVIDIA MCP Shifts Creative Tools From Rendering Speed to Agent-Ready Workflows

NVIDIA introduced the Model Context Protocol to enable AI agents to control creative tools. The NVIDIA Agent Toolkit supports local inferenc

Amazon Quick and NVIDIA NeMo Turn Dashboards Into Actionable AI Agents

Amazon Quick and NVIDIA NeMo Turn Dashboards Into Actionable AI Agents

Amazon Quick and NVIDIA NeMo integrate to automate supply chain workflows. The system uses MCP to separate diagnostic analysis from tool exe

DeepAWS DeepRacer Unlocks Hardware with New Developer Bootloader

AWS DeepRacer Unlocks Hardware with New Developer Bootloader

AWS released a developer bootloader for DeepRacer on January 26, 2026. The update allows users to install custom OS versions like Ubuntu 24.

Azure AMD VMs: The Heterogeneous Shift to End AI Agent Bottlenecks

Azure AMD VMs: The Heterogeneous Shift to End AI Agent Bottlenecks

Microsoft Azure launched three new VM types powered by AMD hardware. These VMs target data preprocessing, chip design, and AI inference. The

Anthropic Offers $50,000 in Claude Credits for Rare Disease Research

Anthropic Offers $50,000 in Claude Credits for Rare Disease Research

Anthropic is providing $50,000 in Claude credits to accelerate rare disease research. The program integrates Claude with the DisMech library

DeepCouchbase Swaps LLMs Without Code Changes via Amazon Bedrock

Couchbase Swaps LLMs Without Code Changes via Amazon Bedrock

Couchbase implemented a model-agnostic architecture using Amazon Bedrock. Claude Sonnet 4.5 achieved 76% accuracy in internal DB benchmarks.

Cosmos 3 Edge: The 4B World Model Enabling 15Hz Robot Control

Cosmos 3 Edge: The 4B World Model Enabling 15Hz Robot Control

NVIDIA released Cosmos 3 Edge as a 4B parameter world model for robotics. The model achieves 15Hz real-time control on NVIDIA Jetson Thor ha

Claude Code Configuration Guide for Professional Agentic Workflows

Claude Code Configuration Guide for Professional Agentic Workflows

Claude Code requires specific directory settings to maintain project context. Persistent rules in CLAUDE.md prevent memory loss during sessi

DeepBMS Boosts Power-Efficiency 10x With NVIDIA Vera Rubin Infrastructure

BMS Boosts Power-Efficiency 10x With NVIDIA Vera Rubin Infrastructure

BMS deployed eight NVIDIA DGX Vera Rubin NVL72 systems for drug discovery. The new infrastructure increases performance per megawatt by up t

Interactive World Simulator Trains Robots With 0% Real-World Data

Interactive World Simulator Trains Robots With 0% Real-World Data

A new video prediction model enables robot learning without any real-world training data. The system runs at 15 FPS on a single RTX 4090 GPU

EU AI Act: Why Intended Purpose Defines High-Risk AI

EU AI Act: Why Intended Purpose Defines High-Risk AI

The EU AI Act classifies high-risk AI based on intended purpose rather than technical power. Article 6 defines two primary paths for high-ri

The Outlines Library and the Shift Toward Deterministic LLM Engineering

The Outlines Library and the Shift Toward Deterministic LLM Engineering

Model routing and registry patterns reduce LLM operational costs. The Outlines library ensures deterministic structured output via masking.

Hyperscale Data Deploys 143 OPR-R2 Robots to Train Physical AI

Hyperscale Data Deploys 143 OPR-R2 Robots to Train Physical AI

Hyperscale Data deployed 143 OPR-R2 robots in its Michigan AI center. The fleet collects visual data to train Physical AI in controlled envi

Google and Anthropic's 5 Free Resources for Mastering AI Agents

Google and Anthropic's 5 Free Resources for Mastering AI Agents

Google and Anthropic provide free resources to build reliable AI agents. The guides distinguish between fixed workflows and autonomous agent

Flexiv to Debut Force-Sensitive Adaptive Robots at Automation India Expo 2026

Flexiv to Debut Force-Sensitive Adaptive Robots at Automation India Expo 2026

Flexiv is entering the Indian market with force-sensitive adaptive robots. The company will debut its technology at Automation India Expo 20

The AWS MCP Architecture That Saved Smartsheet 3 Billion Tokens

The AWS MCP Architecture That Saved Smartsheet 3 Billion Tokens

Smartsheet saved 3 billion tokens by deploying an MCP server on AWS. The architecture uses AWS Fargate to handle bursty AI agent traffic. Ne

Amazon Quick: The Agentic AI Solving the 40% Sales Productivity Gap

Amazon Quick: The Agentic AI Solving the 40% Sales Productivity Gap

Amazon Quick automates administrative tasks to increase selling time. The tool integrates with CRM systems like Salesforce and HubSpot. Agen

NVIDIA Vera Rubin: Training the Largest Models With 25% of the GPUs

NVIDIA Vera Rubin: Training the Largest Models With 25% of the GPUs

NVIDIA Vera Rubin enables training large models with 25% of the GPUs. The industry is shifting from cost per token to intelligence per dolla

GPT-5.6 Redefines AI ROI Through Useful Intelligence per Dollar

GPT-5.6 Redefines AI ROI Through Useful Intelligence per Dollar

OpenAI introduced GPT-5.6 with a focus on work accomplished over token cost. The Sol model achieves a 72.7% success rate on the DeepSWE v1.1

Amazon QuickSight Ends the Pinch-Zoom Struggle With New Mobile Layouts

Amazon QuickSight Ends the Pinch-Zoom Struggle With New Mobile Layouts

Amazon QuickSight launched automatic mobile layouts for free-form dashboards. The system uses viewport detection to convert desktop views in

NVIDIA NeMo Automodel Removes Checkpoint Conversion for Diffusers Tuning

NVIDIA NeMo Automodel Removes Checkpoint Conversion for Diffusers Tuning

NVIDIA released NeMo Automodel to enable direct tuning of Hugging Face models. The library supports 13B parameter models using FSDP2 and DTe