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LATEST TECH ARTICLES


필터에서 피드백 루프로: Post-Monitoring이 만드는 안전한 LLM 운영 (주요 LLM의 프롬프트 사전차단 방법 연구포함)
개요: AI 안전을 위한 두 가지 접근법 대규모 언어 모델(LLM)을 활용한 챗봇을 안전하게 운영하기 위해 사전 차단 (pre-blocking)과 사후 모니터링 (post-monitoring) 두 가지 전략이 존재합니다. 사전 차단 은 사용자 프롬프트를 미리 필터링 하거나 입력 단계에서 제약을 걸어 위험한 요청을 모델 추론 전에 차단하는 방법입니다. 반면 사후 모니터링 은 LLM이 응답을 생성한 후에 해당 출력을 실시간 또는 사후에 감시 하고 감사하여 부적절한 응답이 최종 사용자에게 전달되지 않도록 하는 접근입니다. 최근 엔터프라이즈 SaaS 환경의 챗봇에서는 이러한 안전 전략의 중심이 사전 차단 에서 실시간/사후 출력 모니터링 으로 이동하고 있습니다. 본 분석에서는 왜 이런 변화가 일어나고 있는지, 주요 LLM 제공업체들은 이를 어떻게 구현하고 있는지, 그리고 기업이 자체 AI 감독(Supervision) 레이어를 구축할 때 무
Oct 20


From Filters to Feedback Loops: How Post-Monitoring Enables Safe LLM Operations (Includes research on the prompt pre-blocking methods of major LLMs)
Overview: Two Approaches to AI Safety To safely operate chatbots that utilize Large Language Models (LLMs), two primary strategies exist: pre-blocking and post-monitoring . Pre-blocking is a method that filters user prompts in advance or applies constraints at the input stage to block risky requests before they are processed by the model. In contrast, post-monitoring is an approach that supervises and audits the LLM's output in real-time or after the fact to prevent inappr
Oct 20


Case Study : Utilizing AI Translation Solutions in Global Workshops (Offline)
AI translation solution presented through a real prompter Executive Summary This Case Study aims to discuss our in-house developed AI-based real-time translation solution designed to overcome communication difficulties in corporate workshops with a multilingual environment. Although the initial model was built upon the OpenAI API, it faced issues with mistranslating company-specific terminology and employee names. To address this, we integrated our independently developed Co
Aug 21


Chatbot (2) : Verification and AI Agentic Workflow-based Testing: Building a Comprehensive Quality Assurance Framework
Project Overview The retail chatbot project for a smartphone manufacturer was launched to provide product information, respond promptly to online customer inquiries, and elevate the quality of product consultations. This chatbot goes beyond simple information delivery—it is designed to understand the user’s situation and the flow of their inquiries, offering product recommendations, real-time Q&A, and purchase or promotion guidance. Business Requirements The business goals of
Aug 10


AI Voice Phishing Prevention Evolution: Innovative Security Solutions from Korean Telecom Giants and Samsung
South Korean telecommunications companies are significantly strengthening their AI-based voice phishing and spam blocking services as voice phishing crimes surge nationwide. With voice phishing damages reaching 311.6 billion won in the first quarter of 2025 alone—a 2.2-fold increase compared to the same period last year—telecom operators are moving beyond traditional passive blocking methods to implement proactive security solutions through real-time AI analysis. Escalating V
Jun 8


Chatbot (1) – Building a RAG-Based Knowledge Base: Using AI Agentic Workflow
Background & Challenges As customer expectations evolve, companies are no longer satisfied with basic chatbot functionalities. There is a growing demand for intelligent assistants that deliver a high-tech yet personable customer experience. This trend has accelerated the adoption of AI avatars and next-gen virtual agents. From an IT consulting standpoint, while visual quality of avatars matters, the top priority is ensuring the chatbot delivers accurate and trustworthy respon
Jun 1
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[Gen AI Service Launching Story] AhnLab Global AI Translation Service
TecAce, an IT company based in Seattle, with 24 years of experience, has changed its vision and business strategy to AI Transformation...
Jul 31, 2024
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![[Case Study] A More Intelligent and Systematic Document Summarization Method by AssistAce for Summary](https://static.wixstatic.com/media/2ea07e_de1e06aa3171441693e1e8db3d251560~mv2.webp/v1/fill/w_300,h_169,al_c,q_90,enc_avif,quality_auto/2ea07e_de1e06aa3171441693e1e8db3d251560~mv2.webp)
[Case Study] A More Intelligent and Systematic Document Summarization Method by AssistAce for Summary
The following text has been translated from Korean to English using AssistAce . One of the easiest AI solutions to help with LLM...
Apr 21, 2024
![[Case Study] Creating a Specialized Translation Model for Enterprises Using User Data-Based Fine-Tuning](https://static.wixstatic.com/media/2ea07e_3d825a58a1cd4746b16020db9a487dfa~mv2.webp/v1/fill/w_444,h_250,al_c,q_30,blur_30,enc_avif,quality_auto/2ea07e_3d825a58a1cd4746b16020db9a487dfa~mv2.webp)
![[Case Study] Creating a Specialized Translation Model for Enterprises Using User Data-Based Fine-Tuning](https://static.wixstatic.com/media/2ea07e_3d825a58a1cd4746b16020db9a487dfa~mv2.webp/v1/fill/w_300,h_169,al_c,q_90,enc_avif,quality_auto/2ea07e_3d825a58a1cd4746b16020db9a487dfa~mv2.webp)
[Case Study] Creating a Specialized Translation Model for Enterprises Using User Data-Based Fine-Tuning
Overview: TecAce leads the development of AI services that can improve work productivity Using AI Technology. We employ generative AI to...
Dec 29, 2023
![[Case Study] Beyond Viewing: Implementing Generative AI in TV Gallery Apps and Exploring Diverse Use Cases](https://static.wixstatic.com/media/2ea07e_14fc3b75128843da8d673229175281d4~mv2.webp/v1/fill/w_444,h_250,al_c,q_30,blur_30,enc_avif,quality_auto/2ea07e_14fc3b75128843da8d673229175281d4~mv2.webp)
![[Case Study] Beyond Viewing: Implementing Generative AI in TV Gallery Apps and Exploring Diverse Use Cases](https://static.wixstatic.com/media/2ea07e_14fc3b75128843da8d673229175281d4~mv2.webp/v1/fill/w_300,h_169,al_c,q_90,enc_avif,quality_auto/2ea07e_14fc3b75128843da8d673229175281d4~mv2.webp)
[Case Study] Beyond Viewing: Implementing Generative AI in TV Gallery Apps and Exploring Diverse Use Cases
Introduction: TecAce, a renowned leader in both the television and artificial intelligence industries, has consistently demonstrated an...
Oct 16, 2023
![[Case Study] Leveraging LLM for the Translation and Summarization of Professional Articles and Documents](https://static.wixstatic.com/media/2ea07e_9b1121b5613c409bb2ecc670514167ab~mv2.webp/v1/fill/w_444,h_250,al_c,q_30,blur_30,enc_avif,quality_auto/2ea07e_9b1121b5613c409bb2ecc670514167ab~mv2.webp)
![[Case Study] Leveraging LLM for the Translation and Summarization of Professional Articles and Documents](https://static.wixstatic.com/media/2ea07e_9b1121b5613c409bb2ecc670514167ab~mv2.webp/v1/fill/w_300,h_169,al_c,q_90,enc_avif,quality_auto/2ea07e_9b1121b5613c409bb2ecc670514167ab~mv2.webp)
[Case Study] Leveraging LLM for the Translation and Summarization of Professional Articles and Documents
Introduction As we venture further into the digital age, the significance of Generative AI, specifically the LLM, in a multitude of...
Sep 13, 2023
![[Case Study] Using AI Face Recognition to Enhance Customer Experience in Retail Environments](https://static.wixstatic.com/media/2ea07e_73d78d66186249768ceadf01d650c5cb~mv2.webp/v1/fill/w_444,h_250,al_c,q_30,blur_30,enc_avif,quality_auto/2ea07e_73d78d66186249768ceadf01d650c5cb~mv2.webp)
![[Case Study] Using AI Face Recognition to Enhance Customer Experience in Retail Environments](https://static.wixstatic.com/media/2ea07e_73d78d66186249768ceadf01d650c5cb~mv2.webp/v1/fill/w_300,h_169,al_c,q_90,enc_avif,quality_auto/2ea07e_73d78d66186249768ceadf01d650c5cb~mv2.webp)
[Case Study] Using AI Face Recognition to Enhance Customer Experience in Retail Environments
Introduction In the fast-paced and ever-evolving retail sector, companies constantly seek new strategies to enhance customer interactions...
Jul 31, 2023
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![[Case Study] GPU Training Impossible Deadline Achieved](https://static.wixstatic.com/media/2ea07e_55c35d2e8cc14e23b51f0467529db353~mv2.webp/v1/fill/w_300,h_169,al_c,q_90,enc_avif,quality_auto/2ea07e_55c35d2e8cc14e23b51f0467529db353~mv2.webp)
[Case Study] GPU Training Impossible Deadline Achieved
BACKGROUND The customer was looking to start an LLM project but was in a time crunch. The current solution was to purchase Nvidia’s DGX...
Jul 11, 2023
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[Case Study] Expanding Doorbell Monitoring to Smartwatches: Enhancing Convenience and Functionality
Background Ring, a renowned smart home security company, offers a range of products including video doorbells. To address the...
Jun 5, 2023
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[Case Study] Retail Store Visitor Analysis Solution
Retail Store Visitor Analysis Solution TecAce, a provider of retail store solutions, recognized new market demands. We wanted to know...
May 1, 2023
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[Case Study] How TecAce Used Deep Learning to Create an AR Earbud Simulator
How TecAce Used Deep Learning to Create an AR Earbud Simulator In this blog post, we will share how we, TecAce, a company specializing in...
Jan 17, 2023
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