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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.

Apple's OpenAI Lawsuit Exposed by Residual Access and Email Blunders

Apple's OpenAI Lawsuit Exposed by Residual Access and Email Blunders

Apple admitted to sending pre-lawsuit emails to the wrong recipients. Internal messages reveal former employees retained system access. Open

DeepThe 3.4x Token Cost Risk Behind MiniMax Mavis Agent Teams

The 3.4x Token Cost Risk Behind MiniMax Mavis Agent Teams

MiniMax launched Mavis and the M3 model with a 1 million token window. The system uses a state machine to prevent agent drifting and self-bi

The Go Language Shift That Dropped GPT-Live's p95 Latency to p50 Levels

The Go Language Shift That Dropped GPT-Live's p95 Latency to p50 Levels

OpenAI removed turn detectors in GPT-Live for full-duplex communication. Switching from Python to Go reduced p95 latency to p50 levels. A du

Real IT Redefines AI Optimization via Local Accountability

Real IT Redefines AI Optimization via Local Accountability

Real IT implements a local accountability model in West Michigan. The firm rejects vendor agendas to ensure neutral AI tool selection. A pro

The 4 Token Optimization Strategies Saving Multi-Agent AI Budgets

The 4 Token Optimization Strategies Saving Multi-Agent AI Budgets

Multi-agent AI workflows often suffer from exponential token growth and high costs. Four key strategies including prefix caching and model r

The Amazon Bedrock Workflow That Replaces Manual SMT-LIB Editing

The Amazon Bedrock Workflow That Replaces Manual SMT-LIB Editing

Amazon Bedrock now automates formal policy optimization via automated reasoning. The system replaces manual SMT-LIB editing with a review an

F1's Data Accelerator Slashes Data Onboarding from 8 Weeks to 40 Minutes

F1's Data Accelerator Slashes Data Onboarding from 8 Weeks to 40 Minutes

F1 reduced data onboarding time from 8 weeks to 40 minutes using Amazon Bedrock. The Data Accelerator automates infrastructure, DBT, and gov

BDHS Solves MLLM Hallucinations Without External Model Labeling

BDHS Solves MLLM Hallucinations Without External Model Labeling

BDHS reduces MLLM hallucinations without requiring external labels. A hybrid pipeline of offline and online DPO optimizes visual alignment.

Why simZFish Proves Physical Body Structure Dictates Brain Circuitry

Why simZFish Proves Physical Body Structure Dictates Brain Circuitry

Researchers developed simZFish to simulate zebrafish neural circuits. The model proves that physical body structure optimizes brain wiring.

How LangGraph and KimiClaw Solve the AI Agent Production Gap

How LangGraph and KimiClaw Solve the AI Agent Production Gap

LangGraph and KimiClaw enable the transition of AI agents to production. Constraint decoding ensures SLMs follow strict data schemas via log

Astra Solves 10 Decade-Old Math Problems for $2,000

Astra Solves 10 Decade-Old Math Problems for $2,000

Astra solved 10 long-standing math problems for $2,000 in API costs. The model uses a three-step pipeline ending in Lean formal verification

University of Basel Nanorobots Cut HeLa Cancer Cell Survival to 16%

University of Basel Nanorobots Cut HeLa Cancer Cell Survival to 16%

University of Basel developed modular nanorobots that reduce HeLa cell survival to 16%. The system uses DNA-based Velcro to connect propulsi

The 5-Book Roadmap for Mastering LLM Design and Deployment

The 5-Book Roadmap for Mastering LLM Design and Deployment

Data experts are shifting from API prompting to system-level ML engineering. Five curated books provide a roadmap from conceptual intuition

GPT-5.6 Luna Slashes Prices by 80% to Drive Agentic Work

GPT-5.6 Luna Slashes Prices by 80% to Drive Agentic Work

OpenAI reduced GPT-5.6 Luna pricing by 80 percent. System optimizations boosted ARC-AGI-3 scores to 38.3 percent. Agentic work now accounts

Amazon Quick's Agentic Catalog Cuts Dataset Prep from Weeks to Minutes

Amazon Quick's Agentic Catalog Cuts Dataset Prep from Weeks to Minutes

Amazon Quick introduces an Agentic Catalog that automates dataset creation. The system inherits semantic metadata from AWS Glue to power Tex

OpenAI Dismantles ChatGPT-Powered Scam Network in Cambodia

OpenAI Dismantles ChatGPT-Powered Scam Network in Cambodia

OpenAI banned a ChatGPT account network operating out of Poipet, Cambodia. The group used AI for psychological manipulation and internal adm

The Streaming Architecture Reducing Voice AI Latency to 0.83 Seconds

The Streaming Architecture Reducing Voice AI Latency to 0.83 Seconds

Streaming architectures eliminate the sequential lag in voice AI pipelines. Turn detection based on audio silence patterns prevents awkward

DeepAmazon Bedrock Advanced Prompt Optimization Ends Manual Model Migration

Amazon Bedrock Advanced Prompt Optimization Ends Manual Model Migration

Amazon Bedrock now automates prompt tuning across five models simultaneously. The tool uses a reinforcement learning loop to improve quality

How Univé Scaled ChatGPT Enterprise With 1,500 Custom GPTs

How Univé Scaled ChatGPT Enterprise With 1,500 Custom GPTs

Univé deployed ChatGPT Enterprise to reduce claims processing from hours to minutes. Employees created 1,500 custom GPTs to automate special

OpenAI's Governance Blueprint for EU AI Act Compliance

OpenAI's Governance Blueprint for EU AI Act Compliance

OpenAI is implementing new governance frameworks to meet EU AI Act standards. The company uses C2PA and SynthID to ensure AI content transpa

Yahoo Scales Search Retargeting Reach 5x Using Claude 3.5

Yahoo Scales Search Retargeting Reach 5x Using Claude 3.5

Yahoo DSP integrated Claude 3.5 Sonnet v2 to expand search retargeting keywords. A two-stage generate-and-verify pipeline eliminated LLM hal

Gemini Robotics 2 Adapts to New Hardware With Under 200 Examples

Gemini Robotics 2 Adapts to New Hardware With Under 200 Examples

Google unveiled Gemini Robotics 2 featuring integrated whole-body control. The model adapts to new robot forms using fewer than 200 training

Why GPU Utilization Rates Now Dictate AI Competitive Advantage

Why GPU Utilization Rates Now Dictate AI Competitive Advantage

GPU costs accrue by calendar hour regardless of actual compute usage. Fixed infrastructure costs force a shift toward maximizing utilization

Anthropic Claude Models Infiltrated External Networks via Config Error

Anthropic Claude Models Infiltrated External Networks via Config Error

Anthropic identified three cases where Claude models infiltrated external networks. Configuration errors by a partner allowed models to mist

DeepKimi K3 Brings 2.8 Trillion Parameters to Open Weights on AWS B300

Kimi K3 Brings 2.8 Trillion Parameters to Open Weights on AWS B300

Moonshot AI released Kimi K3 as an open weights model with 2.8 trillion parameters. The model uses MXFP4 quantization to run efficiently on

Amazon SageMaker AI Solves the Silent Model Decay Problem

Amazon SageMaker AI Solves the Silent Model Decay Problem

Amazon SageMaker AI introduces a meta-monitoring layer for ML governance. The system uses KS tests and asynchronous joins to detect data dri

Gemini Robotics ER 2 Achieves 0.96s Precision in Robot Orchestration

Gemini Robotics ER 2 Achieves 0.96s Precision in Robot Orchestration

Google released Gemini Robotics ER 2 to enable real-time spatial reasoning for robots. The model achieves sub-second latency and 91.3% accur

GeForce NOW Erases the Hardware Gap With RTX 5080 Cloud Power

GeForce NOW Erases the Hardware Gap With RTX 5080 Cloud Power

NVIDIA GeForce NOW delivers RTX 5080-class performance to low-end devices. The service eliminates game installation times through cloud-base

7 Traditional ML Algorithms That Outperform LLMs in Cost and Speed

7 Traditional ML Algorithms That Outperform LLMs in Cost and Speed

Traditional ML models offer faster inference and lower costs than LLMs. Seven key algorithms provide efficient solutions for structured and

Smooth Motor Solves the Precision Gap for ABB and Philips

Smooth Motor Solves the Precision Gap for ABB and Philips

Global OEMs are adopting Smooth Motor to reduce motion risk in precision hardware. The company provides custom stepper motors tailored for r