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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) 91 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. Wan 3.0 85 pt5. gemini-omni-1.1-flash 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) 44 pt3. gpt-oss-120b (high) 36 pt4. GPT-5.6 Luna (max) 28 pt5. GPT-5.6 Terra (max) 21 pt

AI Engineering Blogs

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

Gemini 3.7 Flash Slashes Token Costs by 50% Alongside Pixel 11 Launch

Gemini 3.7 Flash Slashes Token Costs by 50% Alongside Pixel 11 Launch

Google reduced Gemini 3.7 Flash token costs by 50 percent. The Pixel 11 series introduces the Tensor G6 chip for on-device AI. Gemma reached

SafeMind: The NVIDIA-CrowdStrike System Slashing Security Costs by 99%

SafeMind: The NVIDIA-CrowdStrike System Slashing Security Costs by 99%

NVIDIA and CrowdStrike launched SafeMind to combat rapid cyber attacks. The system reduces security model operating costs by 99 percent. A c

DeepGemini Agentic Video Analysis Cuts Token Use by 88%

Gemini Agentic Video Analysis Cuts Token Use by 88%

Google introduced agentic video analysis for its Gemini Flash model lineup. The feature reduces token consumption by 88% and operational cos

Claude Fable 5.1 and the EFS Path to Zero Data Retention

Claude Fable 5.1 and the EFS Path to Zero Data Retention

Anthropic released Claude Fable 5.1 with advanced reasoning capabilities. Standard deployment requires a 30-day data retention for safety re

The Atos Agentic AI League: Scaling 400 Engineers to Production Ready

The Atos Agentic AI League: Scaling 400 Engineers to Production Ready

Atos trained 400 engineers through a three-day Agentic AI League. Participants built autonomous agents using Amazon Bedrock and AgentCore. T

Astra Hits Critical Rating After Finding Zero-Day Vulnerabilities

Astra Hits Critical Rating After Finding Zero-Day Vulnerabilities

Astra is the first AI model to reach a Critical cybersecurity rating. The model discovered two zero-day flaws in the V8 JavaScript engine. O

Claude Fable 5.1 Cuts Costs by 25% and Solves 5-Year-Old Bugs

Claude Fable 5.1 Cuts Costs by 25% and Solves 5-Year-Old Bugs

Anthropic released Claude Fable 5.1 with a 25% cost reduction. The model solves complex bugs and outperforms Opus 5 in browser tasks. New EF

DeepHow Decathlon Boosted Demand Forecasting Accuracy by 15% with Chronos-2

How Decathlon Boosted Demand Forecasting Accuracy by 15% with Chronos-2

Decathlon integrated the Chronos-2 foundation model for supply chain forecasting. The transition reduced model deployment time from six mont

DeepWhy the Monsoon Dataset Is Challenging ASR Benchmarking Standards

Why the Monsoon Dataset Is Challenging ASR Benchmarking Standards

The Monsoon dataset introduces 12 metadata fields to expose ASR performance gaps. It reveals how average WER can mask a 40% performance disp

DeepOptimizing Amazon SageMaker Feature Store With BatchWrite and ListRecords

Optimizing Amazon SageMaker Feature Store With BatchWrite and ListRecords

Amazon SageMaker Feature Store now supports bulk data ingestion via BatchWriteRecord. The new ListRecords API enables granular visibility in

DeepHow Salesforce Cut Infrastructure Costs 8x Using SageMaker Inference

How Salesforce Cut Infrastructure Costs 8x Using SageMaker Inference

Salesforce reduced AI infrastructure costs by 8x using shared GPU instances. New SchedulingConfig parameters ensure high availability across

DeepWhy LLMs Fail at Bayesian Reasoning and What It Means for Your AI Pipeline

Why LLMs Fail at Bayesian Reasoning and What It Means for Your AI Pipeline

LLMs often rely on learned heuristics rather than Bayesian probability updates. This information processing gap can lead to logical inconsis

DeepBuilding a Local AI Stack: From Model Serving to Autonomous Coding Agents

Building a Local AI Stack: From Model Serving to Autonomous Coding Agents

Developers are shifting toward local AI stacks using Ollama and Cline. Autonomous agents like Aider and OpenCode now automate complex workfl

Google Engineers' Prompt Patterns for Hardening AI-Generated Code

Google Engineers' Prompt Patterns for Hardening AI-Generated Code

Google engineers use adversarial prompt patterns to validate AI code. The workflow shifts AI from a code generator to a critical auditor. St

DeepGoogle Search AI Mode Integrates Flight Tracking and Loyalty Rewards

Google Search AI Mode Integrates Flight Tracking and Loyalty Rewards

Google Search AI Mode now tracks real-time prices across 300 airlines. Users can calculate travel costs using loyalty points from major part

DeepScaling Creative Workflows with Amazon Quick and fal

Scaling Creative Workflows with Amazon Quick and fal

Amazon Quick and fal integrate via MCP to automate media production. Teams can now standardize creative outputs using reusable agent Skills.

DeepOpenAI Expands to Brazil: A New Hub for Latin American AI Development

OpenAI Expands to Brazil: A New Hub for Latin American AI Development

Brazil has emerged as one of the top three global markets for ChatGPT usage. Local developers now rank second worldwide in OpenAI API integr

DeepGoogle Gemini Omni 1.1 Flash Adds 4K Video Generation and Scene Extension

Google Gemini Omni 1.1 Flash Adds 4K Video Generation and Scene Extension

Gemini Omni 1.1 Flash introduces 10-second context windows for video continuity. The model supports 4K resolution output and precise keyfram

DeepAmazon Bedrock Launches GPT-5.6 with India-Specific Data Residency

Amazon Bedrock Launches GPT-5.6 with India-Specific Data Residency

Amazon Bedrock now offers GPT-5.6 models in two Indian AWS regions. New profiles ensure data remains within India to meet regulatory needs.

DeepNVIDIA GeForce NOW Adds DLSS 4.5 and Firefox Browser Support

NVIDIA GeForce NOW Adds DLSS 4.5 and Firefox Browser Support

NVIDIA brings DLSS 4.5 to GeForce NOW Ultimate members for enhanced graphics. Firefox browser support enables cloud gaming without dedicated

DeepHow NVIDIA MPS Cuts Amazon EC2 ASR Inference Costs by 75%

How NVIDIA MPS Cuts Amazon EC2 ASR Inference Costs by 75%

NVIDIA MPS allows multiple processes to share a single GPU context efficiently. This architecture achieves 92.1 requests per second on Amazo

DeepAmazon Bedrock AgentCore Cross-Account Data Access and Deployment

Amazon Bedrock AgentCore Cross-Account Data Access and Deployment

Amazon Bedrock Knowledge Bases lack direct cross-account support for RetrieveAndGenerate. Teams must choose between code-based Strands agent

DeepData Quality Strategies for Supervised Fine-Tuning Success

Data Quality Strategies for Supervised Fine-Tuning Success

Supervised fine-tuning optimizes model behavior rather than injecting new knowledge. Filtering out low-quality examples improves training sp

Deep10 Engineering Rules for Mastering AI Coding Agents

10 Engineering Rules for Mastering AI Coding Agents

AI agents now generate one-third of code in modern software development. Success depends on treating agents as partners with strict test con

DeepAmazon SageMaker AI SDK v3 Decouples Code from Containers for Faster Iteration

Amazon SageMaker AI SDK v3 Decouples Code from Containers for Faster Iteration

Amazon SageMaker AI SDK v3 introduces runtime code injection to eliminate Docker rebuilds. The new ModelTrainer and ModelBuilder classes uni

DeepWhy OpenAI is Giving 300,000 US Teachers Free ChatGPT Access

Why OpenAI is Giving 300,000 US Teachers Free ChatGPT Access

OpenAI provides free ChatGPT access to 300,000 US K-12 educators. A unified privacy framework across 16 states accelerates AI adoption. Teac

Natera's Bedrock AgentCore Voice AI Costs Under $0.01 Per Call

Natera's Bedrock AgentCore Voice AI Costs Under $0.01 Per Call

Natera achieved 100% tool-calling accuracy using Bedrock AgentCore. The system reduced voice agent costs to under $0.01 per completed call.

DeepNVIDIA NVHBM Recovers 25% of XPU Die Area via Controller Shift

NVIDIA NVHBM Recovers 25% of XPU Die Area via Controller Shift

NVIDIA introduced NVHBM to increase memory bandwidth by 30 percent. The architecture recovers 25 percent of XPU die area by moving controlle

Amazon Bedrock AgentCore Decouples AI Evaluation From Framework Lock-in

Amazon Bedrock AgentCore Decouples AI Evaluation From Framework Lock-in

Amazon Bedrock AgentCore now supports framework-agnostic AI agent evaluation. The system uses OpenTelemetry to standardize traces across dif

How GoDaddy Used Amazon QuickSight to Cut Report Loads from 15 Minutes to 5 Seconds

How GoDaddy Used Amazon QuickSight to Cut Report Loads from 15 Minutes to 5 Seconds

GoDaddy migrated to Amazon QuickSight to resolve severe data bottlenecks. Report loading times dropped from 15 minutes to under 5 seconds. T