KO EN

AX BRIEF

매일 한 편, AI 업계를 읽는 칼럼

● LIVE

AI Engineering Blogs

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

DeepWhy AI Agents Require a Harness to Move Beyond LLM Text Generation

Why AI Agents Require a Harness to Move Beyond LLM Text Generation

LLMs require a harness and scaffold to function as autonomous agents. A harness manages the execution loop while a scaffold provides the blu

The Functional Fear and Sadness Found Inside Anthropic's AI Models

The Functional Fear and Sadness Found Inside Anthropic's AI Models

Anthropic co-founder Chris Olah revealed that AI models exhibit functional states of fear and sadness. The company is aggressively expanding

How Mimesis Exposes AI Bias Through Counterfactual Synthetic Data

How Mimesis Exposes AI Bias Through Counterfactual Synthetic Data

Mimesis allows developers to audit AI bias using synthetic data. The library creates counterfactual pairs to isolate protected attributes. T

DeepZest: The Dual-Arm Humanoid Solving the Chaos of Commercial Kitchens

Zest: The Dual-Arm Humanoid Solving the Chaos of Commercial Kitchens

Robotable unveiled Zest, a dual-arm humanoid robot specialized for F&B. The system uses a VLA model and multimodal sensors to handle cooking

The ±0.1mm Precision That Defines Elite Robot's Centaur G1

The ±0.1mm Precision That Defines Elite Robot's Centaur G1

Elite Robot unveiled the Centaur G1 wheeled humanoid for precision manufacturing. The robot achieves ±0.1mm repeatability using the Yuanqi P

Why Your AI Agent Infrastructure Needs an MCP Authentication Platform

Why Your AI Agent Infrastructure Needs an MCP Authentication Platform

Anthropic's MCP is becoming the industry standard for AI agent connectivity. Fine-grained authorization reduces the blast radius of agent ma

DeepWorkOS Launches auth.md to Standardize AI Agent Registration

WorkOS Launches auth.md to Standardize AI Agent Registration

WorkOS introduced auth.md as an open protocol for AI agent registration. The system replaces manual API key entry with programmatic discover

DeepLangfuse Unifies LLM Tracing and Evaluation to End the Black Box Era

Langfuse Unifies LLM Tracing and Evaluation to End the Black Box Era

Langfuse provides an integrated pipeline for LLM tracing and evaluation. The platform supports mock LLM paths to reduce testing costs. Devel

DeepStepAudio 2.5 Realtime and the Shift to End-to-End Voice AI

StepAudio 2.5 Realtime and the Shift to End-to-End Voice AI

StepFun released StepAudio 2.5 Realtime as an end-to-end voice model. The model achieves an 82.18 score on paralinguistics benchmarks. A mil

Webwright Swaps Mouse Coordinates for Code to Hit 60.1% on Odysseys

Webwright Swaps Mouse Coordinates for Code to Hit 60.1% on Odysseys

Microsoft Research introduced Webwright to replace coordinate-based web agents with code. GPT-5.4 powered Webwright achieved a 60.1% success

Why NVIDIA Gated DeltaNet-2 Separates Erase and Write Gates

Why NVIDIA Gated DeltaNet-2 Separates Erase and Write Gates

NVIDIA released Gated DeltaNet-2 to optimize linear attention memory. The model separates erase and write operations via channel-wise gates.

The 61% Token Reduction Powering TencentDB Agent Memory

The 61% Token Reduction Powering TencentDB Agent Memory

Tencent released TencentDB Agent Memory to solve AI context bloat. The system uses a four-layer pyramid structure to compress memory. Benchm

DeepSuperClaude Replaces Static Prompts With Modular Markdown Layers

SuperClaude Replaces Static Prompts With Modular Markdown Layers

SuperClaude introduces a modular prompt layer for the Anthropic API. The framework uses Markdown files to dynamically manage agents and mode

DeepHow CNA Fine-Tuning Cuts AI Refusal Rates by 50% Without Retraining

How CNA Fine-Tuning Cuts AI Refusal Rates by 50% Without Retraining

Nous Research introduced Contrastive Neuron Attribution for model control. Targeting 0.1% of MLP neurons reduces refusal rates by over 50%.

DeepHyundai's Unmanned Firefighting Robot Conquers Collapsed Building in Drill

Hyundai's Unmanned Firefighting Robot Conquers Collapsed Building in Drill

Hyundai's unmanned firefighting robot successfully entered a collapsed building. The robot suppressed fires and sent real-time data during a

DeepGarry Tan's GBrain Uses Deterministic Graphs to Boost AI Agent Memory

Garry Tan's GBrain Uses Deterministic Graphs to Boost AI Agent Memory

GBrain uses a structured knowledge graph to improve AI agent precision by 31.4%. The system extracts relationships using regex and type infe

DeepPerplexity Open-Sources Bumblebee to Secure Developer Endpoints

Perplexity Open-Sources Bumblebee to Secure Developer Endpoints

Perplexity released Bumblebee as an open-source endpoint scanner. The tool identifies vulnerable packages by reading local lockfiles. It fil

DeepGoogle Shifts Strategy: From Specialized AI Tools to Autonomous Agents

Google Shifts Strategy: From Specialized AI Tools to Autonomous Agents

Google is pivoting from task-specific AI models to autonomous research agents. New systems like AI Co-Scientist can now formulate and test s

DeepDEEP Robotics Launches Lynx S10: A 20kg Wheeled-Legged Robot Hitting 8m/s

DEEP Robotics Launches Lynx S10: A 20kg Wheeled-Legged Robot Hitting 8m/s

The Lynx S10 combines a 20kg frame with 8m/s speed for industrial tasks. Sixteen high-precision joints allow it to clear 50cm obstacles easi

DeepWhy Physical AI Is the Next Strategic Frontier for South Korea

Why Physical AI Is the Next Strategic Frontier for South Korea

Agentic AI is shifting the industry from chatbot assistants to autonomous agents. Claude Code and similar tools now handle complex workflows

DeepDharmaOCR: The 3B Model That Outperformed Frontier APIs in OCR

DharmaOCR: The 3B Model That Outperformed Frontier APIs in OCR

Dharma released DharmaOCR, a 3B parameter model for structured OCR. The model scored 0.911, beating Claude Opus 4.6 and GPT-5.4. It operates

DeepWhy Gemma 4 e2b Swaps Probabilistic Guessing for Local Agency

Why Gemma 4 e2b Swaps Probabilistic Guessing for Local Agency

Google's Gemma 4 e2b enables local file exploration and code execution. The model uses a restricted Python sandbox to ensure deterministic r

DeepGoogle I/O 2026 Dialogues: Moving Beyond APIs to Shape AI's Social Impact

Google I/O 2026 Dialogues: Moving Beyond APIs to Shape AI's Social Impact

Google I/O 2026 introduced the Dialogues stage to discuss AI's social impact. The sessions feature collaborations between leaders, scientist

DeepMicrosoft Fara1.5 Hits 72% Success Rate to Outpace OpenAI Operator

Microsoft Fara1.5 Hits 72% Success Rate to Outpace OpenAI Operator

Microsoft released Fara1.5 to automate browser control via pixels. The 27B model outperforms OpenAI Operator on Mind2Web benchmarks. A sandb

DeepAmazon Nova Act Now HIPAA Eligible for Healthcare Workflow Automation

Amazon Nova Act Now HIPAA Eligible for Healthcare Workflow Automation

Amazon Nova Act has achieved HIPAA eligibility for healthcare organizations. The agentic AI automates browser-based tasks like insurance cla

DeepWhy Qwen2.5-VL's 2.42% Degeneration Rate Inflates Inference Time by 42.47%

Why Qwen2.5-VL's 2.42% Degeneration Rate Inflates Inference Time by 42.47%

Qwen2.5-VL suffers from text degeneration that inflates inference time. A tiny fraction of failing requests slows down the entire vLLM batch

DeepWhy Aetina is Bringing Agentic AI to the Edge at COMPUTEX 2026

Why Aetina is Bringing Agentic AI to the Edge at COMPUTEX 2026

Aetina will showcase NVIDIA-based Edge AI solutions at COMPUTEX 2026. The company is shifting from single inference to autonomous Agentic AI

DeepBigwave Robotics Launches SOLlink Industrial Hub to Slash Industrial Downtime

Bigwave Robotics Launches SOLlink Industrial Hub to Slash Industrial Downtime

Bigwave Robotics released the SOLlink Industrial Hub app on Google Play. The platform integrates real-time monitoring into a single mobile i

DeepRobot.com's R-ads Transforms Autonomous Robots Into Measurable Media Nodes

Robot.com's R-ads Transforms Autonomous Robots Into Measurable Media Nodes

Robot.com launched R-ads to turn autonomous robots into ad networks. The platform enables precise measurement for physical outdoor advertisi

DeepNVIDIA Vera Rubin NVL72 Slashes Token Costs by 10x at Computex

NVIDIA Vera Rubin NVL72 Slashes Token Costs by 10x at Computex

NVIDIA won multiple Golden Awards at Computex for its AI hardware. The Vera Rubin NVL72 reduces token costs and power usage by 10x. Jetson T