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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) 46 pt3. gpt-oss-120b (high) 41 pt4. GPT-5.6 Luna (max) 26 pt5. GPT-5.6 Terra (max) 23 pt

AI Engineering Blogs

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

NVIDIA and Doosan Shift AI From Data Centers to Physical Factories

NVIDIA and Doosan Shift AI From Data Centers to Physical Factories

NVIDIA and Doosan are partnering to build a comprehensive Physical AI ecosystem. The collaboration integrates Agentic Robot OS with power an

Antonio Casilli Exposes the Hidden Human Labor Behind AI Automation

Antonio Casilli Exposes the Hidden Human Labor Behind AI Automation

Antonio Casilli argues that AI automation hides fragmented human labor. AI intelligence relies on low-wage micro-work and unpaid user data.

Voyager's $300 Million Astrobotic Deal Shifts the Moon From Delivery to Platform

Voyager's $300 Million Astrobotic Deal Shifts the Moon From Delivery to Platform

Voyager Technologies acquired Astrobotic for $300 million to build lunar infrastructure. The deal integrates cargo landers and power grids i

Why Online Oceans Built the F-150 of Autonomous Solar Boats

Why Online Oceans Built the F-150 of Autonomous Solar Boats

Online Oceans launched Scout, a solar-powered autonomous boat for marine data. The modular platform allows users to swap sensors like a pick

Neuromeka, T-Robotics, and Brils Win Big at the 12th Capek Prize

Neuromeka, T-Robotics, and Brils Win Big at the 12th Capek Prize

Neuromeka, T-Robotics, and Brils won top honors at the 12th Capek Prize. The awards recognize breakthroughs in VLA-based humanoids and AMR l

Her Opens the Black Box of Claude Code Session Logs

Her Opens the Black Box of Claude Code Session Logs

Her analyzes Claude Code .jsonl logs to provide natural language reports. The tool uses a deterministic engine and Nemotron-Mini-4B to preve

NVIDIA RTX Spark Brings 1440p 100 FPS to Slim AI PCs

NVIDIA RTX Spark Brings 1440p 100 FPS to Slim AI PCs

NVIDIA unveiled RTX Spark to enable 1440p 100 FPS on slim laptops. The chip uses DLSS 4.5 and 2nd Gen Transformers for local AI rendering. P

DeepThousand Token Wood v2: Why Four SLMs Beat One Large Model

Thousand Token Wood v2: Why Four SLMs Beat One Large Model

Thousand Token Wood v2 uses four different SLMs to create diverse agents. A custom JSON repair layer solves the friction of mixing heterogen

How Job Searcher Distills DeepSeek V4 Pro Reasoning into Qwen3-8B

How Job Searcher Distills DeepSeek V4 Pro Reasoning into Qwen3-8B

Job Searcher distills DeepSeek V4 Pro reasoning into a Qwen3-8B model. The system uses a dual-LoRA hot-swap strategy to prevent format leaka

DeepPersona Atlas Maps the Trajectory of AI Thought Beyond Benchmarks

Persona Atlas Maps the Trajectory of AI Thought Beyond Benchmarks

Persona Atlas measures how AI models think using open-ended prompts. The tool converts persona responses into geometric embedding vectors. I

DeepQwen2.5-3B: Building a Virtual Economy via Systemic Constraints

Qwen2.5-3B: Building a Virtual Economy via Systemic Constraints

Qwen2.5-3B powers a multi-agent economic simulation called Thousand Token Wood. The system replaces model reasoning with structural constrai

The LLM Calibration Gap: Why GPT-4o-mini Is Confidently Wrong

The LLM Calibration Gap: Why GPT-4o-mini Is Confidently Wrong

GPT-4o-mini produces wrong answers with high confidence 66.7% of the time. Calibration techniques like ATS and Isotonic Regression reduce EC

DeepHow to Accelerate spaCy NLP Pipelines by 10x with Three Practical Techniques

How to Accelerate spaCy NLP Pipelines by 10x with Three Practical Techniques

Optimizing spaCy pipelines requires removing unused components to save memory. Using nlp.pipe with multi-core processing enables efficient b

Gemini 3.5 and Omni Shift Google from Chatbots to Execution Agents

Gemini 3.5 and Omni Shift Google from Chatbots to Execution Agents

Google unveiled Gemini 3.5 and Omni to transition AI from chatbots to agents. The new models enable autonomous multi-step workflows and real

The Ghost Rabona Kick That Proves Atlas's Whole-Body Control

The Ghost Rabona Kick That Proves Atlas's Whole-Body Control

Boston Dynamics Atlas mastered a complex soccer kick using reinforcement learning. The robot compressed one year of physical trial and error

Why Meta AI's Support Bot Handed Over Instagram Accounts to Hackers

Why Meta AI's Support Bot Handed Over Instagram Accounts to Hackers

Meta AI agents allowed attackers to hijack Instagram accounts via simple prompts. Attackers used VPNs to bypass location filters and change

GeForce NOW June Update: 18 New Games Including Neverness to Everness

GeForce NOW June Update: 18 New Games Including Neverness to Everness

GeForce NOW is adding 18 new titles to its library this June. New additions include Neverness to Everness and Gothic 1 Remake. Cloud streami

Endava Replaces Excel with AI Apps in New AI-Native Workflow

Endava Replaces Excel with AI Apps in New AI-Native Workflow

Endava deployed OpenAI platforms to 11,000 employees globally. The DavaFlow methodology automates non-coding bottlenecks in delivery. AI is

Why NVIDIA Nemotron 3.5 Swaps Model Tuning for Natural Language Policies

Why NVIDIA Nemotron 3.5 Swaps Model Tuning for Natural Language Policies

NVIDIA released Nemotron 3.5 for customized AI safety guardrails. The model runs on 8GB VRAM using a Gemma 3 4B base. It reduces latency by

ChatGPT Dreaming Architecture Automates Long-Term User Personalization

ChatGPT Dreaming Architecture Automates Long-Term User Personalization

OpenAI introduced the Dreaming memory architecture for ChatGPT. The system synthesizes user context automatically in the background. Users c

Hugging Face CLI Cuts Agent Token Use by 6x to Boost LLMOps

Hugging Face CLI Cuts Agent Token Use by 6x to Boost LLMOps

Hugging Face released a redesigned CLI to optimize coding agent token use. The new tool reduces token consumption by up to 6x compared to SD

Nemotron 3 Ultra Hits Amazon SageMaker with 5x Faster Inference

Nemotron 3 Ultra Hits Amazon SageMaker with 5x Faster Inference

NVIDIA released Nemotron 3 Ultra with a hybrid Transformer-Mamba MoE architecture. The model delivers 5x faster inference and 30% lower cost

DeepHow AI Chatbots are Fueling a Surge in Pro Se Litigation

How AI Chatbots are Fueling a Surge in Pro Se Litigation

AI chatbots have increased pro se litigation rates to 16.8 percent. Improved document readability has not increased actual win rates. Courts

Agentic AI and the End of Procedural Repetition in Data Science

Agentic AI and the End of Procedural Repetition in Data Science

Agentic AI replaces manual exploratory data analysis with autonomous loops. Frameworks like smolagents and LangGraph enable native tool inte

Google's AI Tools Solve the Vintage Pricing Guessing Game

Google's AI Tools Solve the Vintage Pricing Guessing Game

Google introduced a suite of AI tools to streamline vintage shopping. The system integrates Google Lens and Virtual Try-On for real-time val

From Transformers to RAG: The 5 Milestones That Built Modern LLMs

From Transformers to RAG: The 5 Milestones That Built Modern LLMs

Modern LLMs rely on a pipeline from Transformers to RAG. Alignment techniques like RLHF turn base models into assistants. RAG provides a cos

Gemini's Action Agent Shift: Lessons from the LE SSERAFIM Campaign

Gemini's Action Agent Shift: Lessons from the LE SSERAFIM Campaign

Google integrates Gemini and Android features into a LE SSERAFIM music video. The campaign showcases a transition from simple chatbots to ac

NVIDIA Cosmos 3 Collapses the Physical AI Workflow Into One Agent

NVIDIA Cosmos 3 Collapses the Physical AI Workflow Into One Agent

NVIDIA unveiled Cosmos 3 to automate physical AI data pipelines. The Alpamayo 2 Super VLA model enables safer L4 autonomous driving. Agent-b

How Wasmer Used Codex to Shrink a Year of Development into 2 Weeks

How Wasmer Used Codex to Shrink a Year of Development into 2 Weeks

Wasmer developed Edge.js to optimize Node.js workloads for edge computing. The team used Codex and GPT-5.5 to complete a year-long project i

DeepGPT-Rosalind: OpenAI's New Agentic Model for Life Sciences

GPT-Rosalind: OpenAI's New Agentic Model for Life Sciences

OpenAI released GPT-Rosalind to accelerate drug discovery and genomics. The model uses LifeSciBench to validate end-to-end research workflow