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지능1. Claude Fable 5.1 (max with fallback) 98 pt2. claude-fable-5-high 93 pt3. Gemini 4 Argon (high) 92 pt4. Claude Opus 5.5 (max with fallback) 91 pt5. GPT-6 Astra (max) 88 pt코딩1. Claude Fable 5.1 (max) 62 pt2. Claude Opus 5.5 (max) 59 pt3. Muse Wonder Full (max) 59 pt4. Claude Sonnet 5.5 (max) 58 pt5. GPT-6 Astra (max) 55 pt이미지1. GPT Image 2.5 Sunburst (max) 100 pt2. GPT Image 2.5 Flare (max) 96 pt3. GPT Image 2 (high) 93 pt4. Nano Banana 2.1 87 pt5. Grok Imagine Image 2.0 87 pt비디오1. Dreamina Seedance 2.5 100 pt2. Wan 3.0 95 pt3. MiniMax H3 (768p) 91 pt4. FLUX 3 90 pt5. Gemini Omni Flash 1.1 89 pt속도1. Celeris-1 100 pt2. K2 Horizon 375B A23B 54 pt3. Mercury 2.5 44 pt4. Nemotron 3.5 Super VL 27 pt5. Gemini 3.5 Flash-Lite 25 pt

AI Engineering Blogs

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

Why A24 and Google DeepMind Are Rewriting AI Film Production

Why A24 and Google DeepMind Are Rewriting AI Film Production

A24 and Google DeepMind announced a multi-year R&D partnership on July 3, 2026. The collaboration embeds DeepMind researchers directly into

DeepUBTECH's U1 Robot Skips Chores to Build a Relationship With You

UBTECH's U1 Robot Skips Chores to Build a Relationship With You

UBTECH unveiled the UWORLD U1 series, a companion robot focused on emotional AI over physical labor. The U1 uses 88 degrees of freedom and a

DeepThe $5 Entry Point to Claude API Python Integration and Optimization

The $5 Entry Point to Claude API Python Integration and Optimization

Anthropic allows developers to integrate Claude API with a $5 credit. The Python SDK enables precise control via system prompts and streamin

Why Lean Six Sigma is the Key to the $113 Billion AI Process Market

Why Lean Six Sigma is the Key to the $113 Billion AI Process Market

AI process optimization is projected to become a $113 billion market. Lean Six Sigma provides the structural discipline AI needs to scale. B

Why TARS DexHand's 21 Degrees of Freedom Solve the Robot Dexterity Gap

Why TARS DexHand's 21 Degrees of Freedom Solve the Robot Dexterity Gap

TARS unveiled the DexHand with 21 degrees of freedom at ICRA 2026. The robot achieved a Guinness World Record for industrial wiring tasks. E

QuantumAero and Konyang University Develop GPS-Denied Flight for 3D Drones

QuantumAero and Konyang University Develop GPS-Denied Flight for 3D Drones

QuantumAero and Konyang University are developing GPS-denied flight tech. The project uses Visual SLAM and VIO to cancel 3D printing vibrati

Why RoboCup 2026 Incheon is the Ultimate Test for Physical AI

Why RoboCup 2026 Incheon is the Ultimate Test for Physical AI

RoboCup 2026 Incheon hosted 364 teams from 45 different countries. The event tested Physical AI across soccer, home, industrial, and rescue

Why Amazon Bedrock Uses Behavioral Baselines to Stop AI Phishing

Why Amazon Bedrock Uses Behavioral Baselines to Stop AI Phishing

Amazon Bedrock detects AI phishing by analyzing behavioral patterns. The system uses a Sender Baseline Tracker to identify style deviations.

GeForce NOW's RTX 5080-Class Performance and July Library Expansion

GeForce NOW's RTX 5080-Class Performance and July Library Expansion

NVIDIA GeForce NOW added 12 new games to its July library. The Ultimate membership provides RTX 5080-class cloud performance. Annual members

SageMaker AI MTRL and the Fight Against Agent Reward Hacking

SageMaker AI MTRL and the Fight Against Agent Reward Hacking

Amazon SageMaker AI MTRL enables reinforcement learning for multi-turn agents. The system uses GRPO and dense rewards to prevent gradient co

How Ctrl-R Controls Reasoning Paths to Fix LLM Logic Errors

How Ctrl-R Controls Reasoning Paths to Fix LLM Logic Errors

The Ctrl-R framework forces LLMs to explore rare but successful reasoning paths. Importance sampling and power-scaling factors stabilize the

DeepLangGraph, CrewAI, and the 7 AI Agent Frameworks Shaping 2026

LangGraph, CrewAI, and the 7 AI Agent Frameworks Shaping 2026

AI agent frameworks are evolving from simple wrappers into full lifecycle management systems. Seven key frameworks including LangGraph and C

Inscribe Slashes Fraud Review Time 20x Using Amazon Bedrock

Inscribe Slashes Fraud Review Time 20x Using Amazon Bedrock

Inscribe reduced financial document fraud detection time to under 90 seconds. The system uses a multi-model strategy on Amazon Bedrock to op

Hangzhou Robot School Trains 30 Robots to Solve the Survival Crisis

Hangzhou Robot School Trains 30 Robots to Solve the Survival Crisis

China launched the Hangzhou Robot School with 30 initial robot students. The program aims to increase the low survival rate of robotics comp

DeepAmazon Bedrock AgentCore Memory Boosts QA Accuracy from 16% to 69%

Amazon Bedrock AgentCore Memory Boosts QA Accuracy from 16% to 69%

Amazon Bedrock AgentCore Memory introduces metadata filtering for AI agents. QA accuracy for context-critical queries rose from 16% to 69%.

DeepNVIDIA's Revenue-Sharing Model Breaks the AI Infrastructure Capital Barrier

NVIDIA's Revenue-Sharing Model Breaks the AI Infrastructure Capital Barrier

NVIDIA introduced a revenue-sharing model to lower AI infrastructure costs. The new system shifts the focus from model training to productio

Google AI Summit: Why Critical Judgment Outweighs Tool Proficiency

Google AI Summit: Why Critical Judgment Outweighs Tool Proficiency

Google hosted an AI summit with 150 NYC education and industry leaders. The event emphasized critical judgment over simple tool proficiency.

The 97% API Reduction Powering Amazon Bedrock Model Profiler

The 97% API Reduction Powering Amazon Bedrock Model Profiler

Amazon Bedrock Model Profiler consolidates 100+ AI models into one interface. A serverless pipeline reduces API calls by 97% using S3 cachin

AWS Serverless A2A Gateway: Ending the 190-Connection Agent Chaos

AWS Serverless A2A Gateway: Ending the 190-Connection Agent Chaos

AWS proposes a serverless gateway to unify fragmented AI agent communications. The architecture uses Lambda and DynamoDB to replace point-to

Gemma 4 12B and Gemini 3.5 Shift AI from Cloud to Local Hardware

Gemma 4 12B and Gemini 3.5 Shift AI from Cloud to Local Hardware

Google released Gemma 4 12B for local execution on 16GB RAM laptops. Gemini 3.5 Flash introduces Computer Use for enterprise automation. Gem

AWS GovCloud Deploys OpenAI GPT OSS and NVIDIA Nemotron for Secure AI

AWS GovCloud Deploys OpenAI GPT OSS and NVIDIA Nemotron for Secure AI

AWS GovCloud introduces OpenAI GPT OSS and NVIDIA Nemotron via Bedrock. Zero Operator Access ensures absolute data isolation for government

DeepThe Theodore Roosevelt Presidential Library's Shift to an AI Living Archive

The Theodore Roosevelt Presidential Library's Shift to an AI Living Archive

The Theodore Roosevelt Presidential Library opens as an AI-powered Living Library. Microsoft AI For Good integrated 32 fragmented collection

Gemma 4 and Cerebras Solve the P95 Latency Gap for 9,000 Robots

Gemma 4 and Cerebras Solve the P95 Latency Gap for 9,000 Robots

Google DeepMind's Gemma 4 31B powers a real-time voice loop for 9,000 robots. The system uses Cerebras inference and Qwen TTS to eliminate P

Flexiv's Enlight and Mico Bring Whole-Body Tactile Sensing to the Factory Floor

Flexiv's Enlight and Mico Bring Whole-Body Tactile Sensing to the Factory Floor

Flexiv introduced the Enlight 7-axis robot with integrated force-torque sensors. The Mico dual-arm platform offers four modular configuratio

UBTECH U1's 11,000 Unit Order Surge Signals Humanoid Mass Production

UBTECH U1's 11,000 Unit Order Surge Signals Humanoid Mass Production

UBTECH reported a tenfold increase in humanoid orders reaching 11,000 units. The U1 series integrates bionic design and emotional AI for mas

Sabanto and Verdant Robotics Turn Existing Tractors Into Driverless Robots

Sabanto and Verdant Robotics Turn Existing Tractors Into Driverless Robots

Sabanto and Verdant Robotics integrated autonomous navigation with precision spraying. The system uses a retrofit approach to automate exist

Contact Glove 3 Pro Brings 0.5mm Precision to VLA Model Training

Contact Glove 3 Pro Brings 0.5mm Precision to VLA Model Training

Melt Interface Technologies unveiled the Contact Glove 3 Pro for robotics. The device achieves a median finger position error of 0.5mm using

Qwen3.6 and MCP: Ending the Era of Custom AI Tool Wrappers

Qwen3.6 and MCP: Ending the Era of Custom AI Tool Wrappers

Qwen3.6-35B-A3B uses MoE to provide 35B parameter knowledge at 3B cost. The Model Context Protocol eliminates the need for custom tool wrapp

UK AI Adoption Hits 73% but Only Top 15% See Salary Gains

UK AI Adoption Hits 73% but Only Top 15% See Salary Gains

UK AI adoption reached 73% but salary gains favor the top 15% of users. Google tools contributed £140 billion to the UK economy through prod

GeneBench-Pro: Measuring the Research Taste of OpenAI's Reasoning Models

GeneBench-Pro: Measuring the Research Taste of OpenAI's Reasoning Models

OpenAI released GeneBench-Pro to measure AI research taste in biology. GPT-5.6 Sol showed a sixfold reasoning increase over GPT-5. The bench