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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.

Amazon Nova Act Replaces Hardcoded Selectors With Visual AI

Amazon Nova Act Replaces Hardcoded Selectors With Visual AI

Amazon Nova Act uses multimodal AI to automate web testing via vision. The system eliminates reliance on fragile HTML selectors and IDs. It

How Amazon Bedrock Multi-Agents Cut Lead Research from 30 Minutes to Seconds

How Amazon Bedrock Multi-Agents Cut Lead Research from 30 Minutes to Seconds

Thrad.ai automated B2B lead discovery using a four-agent pipeline on Amazon Bedrock. The system employs a weighted scoring model and triangu

Amazon Nova Act QA Studio Parallelizes 20 Tests to Accelerate CI/CD

Amazon Nova Act QA Studio Parallelizes 20 Tests to Accelerate CI/CD

Amazon Nova Act QA Studio enables parallel execution of 20 tests via AWS Fargate. The system replaces brittle DOM-based scripts with natural

DeepNVIDIA Blackwell NVL72 Delivers 25x Performance Per Watt Over Hopper

NVIDIA Blackwell NVL72 Delivers 25x Performance Per Watt Over Hopper

NVIDIA Blackwell NVL72 achieves 25x better power efficiency than Hopper. The system uses rack-scale codesign to maximize token throughput. D

Google Image Evolves From Search to Nano Banana AI Generation

Google Image Evolves From Search to Nano Banana AI Generation

Google Image marks 25 years by introducing the Nano Banana AI model. The new system enables image generation directly within AI Overviews. V

The 20x Cost Reduction Driving NVIDIA Nemotron's Open Model Strategy

The 20x Cost Reduction Driving NVIDIA Nemotron's Open Model Strategy

NVIDIA Nemotron enables enterprises to own their AI weights and data. The model reduces inference costs by up to 20x on Blackwell hardware.

Why Anthropic is Giving US K-12 Teachers Free Claude Premium

Why Anthropic is Giving US K-12 Teachers Free Claude Premium

Anthropic launched Claude for Teachers to provide free premium AI access to US K-12 educators. The platform integrates state academic standa

Conductor and the 3,600 Star Shift Toward Context-Driven Development

Conductor and the 3,600 Star Shift Toward Context-Driven Development

Conductor introduces Context-Driven Development to eliminate AI memory loss. The tool manages project architecture through version-controlle

12 LLM Optimization Tactics That Beat Simple Model Swapping

12 LLM Optimization Tactics That Beat Simple Model Swapping

Developers often mistake prototype speed for production performance. Measuring TTFT and ITL reveals the true bottlenecks in LLM pipelines. S

How ATL Saathi Uses Gemini 3.5 Flash to Scale Mentorship in India

How ATL Saathi Uses Gemini 3.5 Flash to Scale Mentorship in India

Google deployed ATL Saathi to 100 pilot schools across India. The tool uses Gemini 3.5 Flash to automate technical lesson planning. This shi

Logic Pallet: The Multifacility Robot Solving the Logistics Gap

Logic Pallet: The Multifacility Robot Solving the Logistics Gap

Logic Robotics introduced the Logic Pallet to automate movement between facilities. The system eliminates human intervention during inter-fa

Amazon Quick and MCP: Building Cognitive Infrastructure for AuDHD

Amazon Quick and MCP: Building Cognitive Infrastructure for AuDHD

An AuDHD developer used Amazon Quick and MCP to automate executive function. The system integrates Outlook and Asana to eliminate decision p

Why Amazon Bedrock Uses OBO Token Exchange to Fix AI Agent Security

Why Amazon Bedrock Uses OBO Token Exchange to Fix AI Agent Security

Amazon Bedrock implements RFC 8693 to solve the Confused Deputy problem. The OBO token exchange ensures tenant isolation in multi-tenant AI

GPT-5.6 on Amazon Bedrock: Chip-Level Security and 90% Caching Discounts

GPT-5.6 on Amazon Bedrock: Chip-Level Security and 90% Caching Discounts

OpenAI GPT-5.6 Sol, Terra, and Luna are now available on Amazon Bedrock. Prompt caching reduces input costs by 90 percent for AI agents. ZOA

DeepHow Bluesight Cut 4,000 Hours of Audit Work Using Amazon Bedrock Agents

How Bluesight Cut 4,000 Hours of Audit Work Using Amazon Bedrock Agents

Bluesight deployed AI agents to automate complex healthcare pharmacy audits. The system reduced manual data processing time from 4,000 hours

DeepAmazon SageMaker AI Simplifies Inference Benchmarking with LCNC UI

Amazon SageMaker AI Simplifies Inference Benchmarking with LCNC UI

Amazon SageMaker AI introduced a low-code interface for model inference. Users can now optimize infrastructure based on latency or throughpu

DeepOutlines: The Library That Forces LLMs to Follow JSON Schemas

Outlines: The Library That Forces LLMs to Follow JSON Schemas

Outlines provides deterministic structured output for LLMs via token masking. The library integrates with Hugging Face and Pydantic to enfor

5 SQL Project Patterns to Bridge the Gap Between Syntax and Business Value

5 SQL Project Patterns to Bridge the Gap Between Syntax and Business Value

SQL learners often struggle to apply basic syntax to real business problems. Five specific project patterns can demonstrate high-level analy

MIT Ultrasound Wearable Tracks 22 Degrees of Freedom for Robot Control

MIT Ultrasound Wearable Tracks 22 Degrees of Freedom for Robot Control

MIT researchers developed an ultrasound wristband to track hand movements. The system maps 22 degrees of freedom using AI and internal tissu

DeepSeek API Compatibility Enables Zero-Code Backend Swaps for Copilot

DeepSeek API Compatibility Enables Zero-Code Backend Swaps for Copilot

DeepSeek API now maintains full compatibility with OpenAI and Anthropic SDKs. Developers can swap backends for GitHub Copilot and Claude Cod

Why Physical AI Market Valuations Are Shifting From Demos to Deployment

Why Physical AI Market Valuations Are Shifting From Demos to Deployment

Robot stock prices now reflect real-world deployment success over demos. Controlled environment performance often fails to translate to fiel

Incheon National University Leverages RoboCup 1st Place for Physical AI Hub

Incheon National University Leverages RoboCup 1st Place for Physical AI Hub

Incheon National University partnered with the Korea Physical AI Association. The university leverages its first-place RoboCup 2026 SML vict

NowRobotics Collapses Robot Sourcing and Integration Into One Pipeline

NowRobotics Collapses Robot Sourcing and Integration Into One Pipeline

NowRobotics established a three-hub operation covering 21,488 square meters. The new FA Center integrates system design with mass production

Hurotics H-Medi Targets Indonesian Public Health via RSPON Partnership

Hurotics H-Medi Targets Indonesian Public Health via RSPON Partnership

Hurotics signed an MOU with Indonesia's RSPON for H-Medi clinical research. The soft exosuit aims to replace rigid frames to reduce patient

The Autonomous Walking Algorithm That Led Popotech to ICROS 2026 Victory

The Autonomous Walking Algorithm That Led Popotech to ICROS 2026 Victory

Team Popotech won the grand prize at the ICROS 2026 quadruped robot competition. The victory relied on a specialized autonomous walking algo

Unsloth Dynamic Quantization Slashes AWS LLM Serving Costs by 80%

Unsloth Dynamic Quantization Slashes AWS LLM Serving Costs by 80%

Unsloth uses dynamic quantization to reduce LLM memory usage by 75 percent. The GGUF workflow enables deployment on smaller AWS GPU instance

Stardog and Amazon Bedrock AgentCore: Solving the Enterprise Data Fragmentation Gap

Stardog and Amazon Bedrock AgentCore: Solving the Enterprise Data Fragmentation Gap

Stardog and Amazon Bedrock AgentCore integrate fragmented data without ETL. A three-layer architecture separates LLM planning from business

DeepThe 1.4-Second Inference Pipeline Powering Henry Schein One's Image Verify

The 1.4-Second Inference Pipeline Powering Henry Schein One's Image Verify

Henry Schein One reduced dental insurance denials using real-time AI scoring. The system leverages Amazon SageMaker to process X-rays in 1.4

Amazon Quick Automate: Moving AI Agents from PoC to Million-Case Scale

Amazon Quick Automate: Moving AI Agents from PoC to Million-Case Scale

Amazon Quick Automate introduces native case management for AI agents. The system separates case creation from processing to enable parallel

NVIDIA Nemotron 3 Serverless Tuning Ends the GPU Cluster Struggle

NVIDIA Nemotron 3 Serverless Tuning Ends the GPU Cluster Struggle

Amazon SageMaker AI now offers serverless fine-tuning for NVIDIA Nemotron 3. The hybrid Mamba-Transformer MoE architecture supports 1 millio