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지능1. Claude Fable 5 (with fallback) 99 pt2. Claude Opus 5 (max) 99 pt3. GPT-5.6 Sol (max) 95 pt4. Kimi K3 (max) 94 pt5. GLM-5.3 (max) 93 pt코딩1. Claude Fable 5 (max) 100 pt2. Claude Opus 5 (xhigh) 97 pt3. GPT-5.6 Sol (max) 90 pt4. Grok 4.5 (high) 87 pt5. Kimi K3 83 pt이미지1. GPT Image 2 (high) 100 pt2. GPT Image 1.5 (high) 92 pt3. Reve 2.1 88 pt4. Nano Banana 2 (Gemini 3.1 Flash Image Preview) 84 pt5. MAI-Image-2.5 83 pt비디오1. Gemini Omni Flash 99 pt2. Dreamina Seedance 2.0 720p 94 pt3. MiniMax H3 92 pt4. Wan 3.0 85 pt5. flux-3-video 82 pt가격1. Claude Fable 5 (with fallback) 100 pt2. GPT-5.6 Sol (max) 56 pt3. Claude Opus 5 (max) 50 pt4. Kimi K3 (max) 30 pt5. Grok 4.6 (high) 15 pt속도1. Gemini 3.5 Flash-Lite 100 pt2. Gemini 3.7 Flash (high) 99 pt3. Nemotron 3.5 Lightning 78 pt4. Command A+ 49 pt5. gpt-oss-120b (high) 33 pt

AI Engineering Blogs

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

Amazon Bedrock Shifts FHIR API Security from Static Rules to Behavior

Amazon Bedrock Shifts FHIR API Security from Static Rules to Behavior

Amazon Bedrock enables behavioral baselines for FHIR API security monitoring. An asynchronous architecture ensures security analysis does no

Amazon Bedrock AgentCore Cuts IaC Time from Weeks to Minutes

Amazon Bedrock AgentCore Cuts IaC Time from Weeks to Minutes

Amazon Bedrock AgentCore reduced IaC development time from weeks to minutes. A multi-agent framework automated the migration of over 300 app

AWS S3 Vectors and OpenSearch: Solving the Vector Migration Tax

AWS S3 Vectors and OpenSearch: Solving the Vector Migration Tax

AWS integrates vector capabilities into existing stores to eliminate data migration. Amazon OpenSearch Service provides high-throughput hybr

The No-Code ML Pipeline Connecting Snowflake Data to QuickSight

The No-Code ML Pipeline Connecting Snowflake Data to QuickSight

Amazon SageMaker Canvas enables no-code ML workflows for Snowflake users. The pipeline automates model deployment from Snowflake to QuickSig

Amazon SageMaker and the Architecture of Vendor-Neutral AI Agents

Amazon SageMaker and the Architecture of Vendor-Neutral AI Agents

Enterprise AI environments face fragmentation due to multi-model strategies. Separating the control plane from the execution plane prevents

Bedrock AgentCore Turns Natural Language Policies into Dogwood Code

Bedrock AgentCore Turns Natural Language Policies into Dogwood Code

Amazon Bedrock AgentCore now automates the conversion of natural language policies into Dogwood code. The system enforces stateful governanc

Why OpenAI Strategic Futures is Redesigning the Balance of Power

Why OpenAI Strategic Futures is Redesigning the Balance of Power

OpenAI launched the Strategic Futures team to study AI power concentration. The team analyzes how autonomous systems replace human-based gov

LFM2.5-DSpark Hits 140tok/s Inference on M4 Max MacBook Pro

LFM2.5-DSpark Hits 140tok/s Inference on M4 Max MacBook Pro

LFM2.5-DSpark achieves 140 tokens per second on M4 Max MacBooks. A 300M draft model enables speculative decoding for faster inference. MoE a

Stampli Cuts Deep Finance Launch to 6 Weeks Using OpenAI Tools

Stampli Cuts Deep Finance Launch to 6 Weeks Using OpenAI Tools

Stampli reduced the Deep Finance launch cycle to six weeks using OpenAI. The company cut active production hours from 243 down to 77 hours.

DeepGeForce NOW Brings 1440p Gaming to Firefox via play.geforcenow.com

GeForce NOW Brings 1440p Gaming to Firefox via play.geforcenow.com

GeForce NOW now officially supports Firefox for browser-based gaming. Ultimate members can stream games at 1440p and 120fps without local in

Virgin Atlantic Deploys Fetcherr AI to Solve Real-Time Pricing Complexity

Virgin Atlantic Deploys Fetcherr AI to Solve Real-Time Pricing Complexity

Virgin Atlantic partnered with Fetcherr to automate airline ticket pricing. The new AI Market Model replaces static rules with real-time sim

Why KnowledgeForge Swapped Vector DBs for S3 Vectors and Claude 4.5

Why KnowledgeForge Swapped Vector DBs for S3 Vectors and Claude 4.5

KnowledgeForge automates the conversion of ITSM tickets into knowledge bases. The system utilizes Claude 4.5 and S3 Vectors for serverless R

Google Gemini Targets Students With Free AI Plus and Deep Research

Google Gemini Targets Students With Free AI Plus and Deep Research

Google offers eligible university students one year of AI Plus for free. The new Student Hub integrates study notebooks and 3D visualization

How AWS Serverless IDP and Quick Automate Slashed Loan Processing to 6 Minutes

How AWS Serverless IDP and Quick Automate Slashed Loan Processing to 6 Minutes

AWS GAIIC IDP Accelerator and Quick Automate reduce manual data entry. Loan processing time dropped from 20 minutes to under 6 minutes per f

Fanatics Handles 40 Requests Every 2 Minutes With Multi-Agent AI

Fanatics Handles 40 Requests Every 2 Minutes With Multi-Agent AI

Fanatics implemented a multi-agent AI system using Amazon Bedrock. The architecture handles 40 requests every two minutes during peak events

Bedrock AgentCore v1.2.0 Now Controls Web Search Domains and Dates

Bedrock AgentCore v1.2.0 Now Controls Web Search Domains and Dates

Amazon Bedrock AgentCore v1.2.0 introduces runtime web search filters. The update enables strict domain and date control for AI agents. New

Private Safety Processing: OpenAI's Answer to the ZDR Blind Spot

Private Safety Processing: OpenAI's Answer to the ZDR Blind Spot

OpenAI introduced Private Safety Processing to detect complex attack patterns. The system identifies safety risks without accessing raw cust

Google Search AI Launches 5 Interactive Learning Tools for Students

Google Search AI Launches 5 Interactive Learning Tools for Students

Google Search introduced five AI-powered tools to transform information retrieval into active learning. The update includes generative UI si

LFM2.5 QAD Q4_0 Boosts Arm CPU Inference Speed by 33%

LFM2.5 QAD Q4_0 Boosts Arm CPU Inference Speed by 33%

LFM research released QAD Q4_0 checkpoints for the LFM2.5 model series. The models retain up to 97.4% of BF16 performance while increasing s

Why GPT-4o and Claude-Sonnet-4.6 Should Prioritize Boundaries Over Rapport

Why GPT-4o and Claude-Sonnet-4.6 Should Prioritize Boundaries Over Rapport

A study of 21,000 conversations reveals LLMs often mimic human emotions. Users prefer strict boundary maintenance over artificial emotional

Replit Free Mode Uses GPT-5.6 Luna to Remove Token Cost Barriers

Replit Free Mode Uses GPT-5.6 Luna to Remove Token Cost Barriers

Replit launched Free Mode powered by the GPT-5.6 Luna model. The system uses intelligent routing between Luna and GPT-5.6 Sol. This initiati

Axonius Solves Multi-tenant AI Isolation Using Bedrock AgentCore

Axonius Solves Multi-tenant AI Isolation Using Bedrock AgentCore

Axonius reduced manual security analysis by 50 percent using AI agents. The company implemented a silo model via Amazon Bedrock AgentCore. T

Amazon Bedrock Metadata Filtering Fixes the Semantic Gap in Legal RAG

Amazon Bedrock Metadata Filtering Fixes the Semantic Gap in Legal RAG

AIDA uses Amazon Bedrock to solve semantic search limits in legal AI. A two-stage filtering architecture eliminates hallucinations in contra

DeepChatGPT Ads Expand to 31 European Markets for Free and Go Users

ChatGPT Ads Expand to 31 European Markets for Free and Go Users

OpenAI is expanding ChatGPT advertisements to 31 European countries. Ads will target Free and Go plan users while keeping paid tiers ad-free

Jumio Hits 16.9ms P95 Latency With AWS SageMaker Feature Store

Jumio Hits 16.9ms P95 Latency With AWS SageMaker Feature Store

Jumio achieved a P95 latency of 16.9ms using AWS SageMaker Feature Store. The centralized architecture reduced annual operating costs by 120

How to Erase the 'External Tool' Feel in Amazon Quick Embedded Chat

How to Erase the 'External Tool' Feel in Amazon Quick Embedded Chat

Amazon Quick allows developers to embed AI chat into B2B dashboards. Visual consistency is achieved through outer CSS and SDK frameOptions.

ALTK-Evolve: Why Agent Memory is a Capacity Problem, Not a Feature

ALTK-Evolve: Why Agent Memory is a Capacity Problem, Not a Feature

ALTK-Evolve reveals that LLM agent memory effectiveness depends on model capacity. Selective retrieval boosted gpt-oss-120b performance by 1

Why Astra RL Training Was Paused Over Critical Cybersecurity Risks

Why Astra RL Training Was Paused Over Critical Cybersecurity Risks

Astra RL training was paused after hitting critical cybersecurity thresholds. A new multi-stage monitoring system now detects risks via neur

Why OpenAI is Scaling Government Oversight for National Security AI

Why OpenAI is Scaling Government Oversight for National Security AI

OpenAI is helping governments modernize AI oversight for national security. The initiative focuses on traceability and AI-augmented monitori

How Amazon Bedrock Multi-Agents Hit 100% Insurance Document Accuracy

How Amazon Bedrock Multi-Agents Hit 100% Insurance Document Accuracy

Amazon Bedrock multi-agent systems achieved 100% insurance document accuracy. The architecture combines Claude Haiku 4.5 with Titan Multimod