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Use GKE Cloud Storage FUSE profiles to test AI model-loading performance with clear workload classification, least-privilege access, cost controls, and a rollback plan.
An explanatory guide that summarizes the core structure of Microsoft Agent Framework 1.0, differences from ADK and LangGraph, and introduction standards from an approval, checkpoint, and operational perspective from a practitioner's perspective.
Woori Bank's push for AI agent banking shows that the financial sector is moving beyond answer-based AI to the action-oriented business orchestration stage. We have summarized the permission design, log, approval flow, and rollback criteria required when converting more than 175 agents into an actual operating system from a practical perspective.
Netflix's open source VOID is a model that not only erases objects from video, but also recreates the physical effects left behind by those objects. We have organized practical standards for when the development team should review compared to existing inpainting and SaaS.
This is a practical guide that allows you to immediately determine which inference workload is advantageous when looking at AWS Trainium and Cerebras together from a cost, speed, and operation perspective.
Cohere Transcribe, launched in March 2026, is a 2B parameter speech recognition model that ranked first on the Hugging Face ASR leaderboard (WER 5.42%). It supports 14 languages, including Korean, and can be freely applied to commercial projects under the Apache 2.0 license. This guide covers step-by-step from local installation to vLLM production deployment.
TurboQuant, released by Google, compresses the existing LLM's KV cache up to 3 bits without relearning, achieving 6 times memory savings and 8 times speedup on H100. A practical introduction guide that immediately reduces AI infrastructure costs by more than 50%.
Nemotron-Cascade 2 released by NVIDIA achieves IMO/IOI gold medal performance while actually activating only 3 billion in the 30 billion parameter MoE structure. We provide step-by-step guidance on the principles of Cascade RL and MOPD techniques and the vLLM-based deployment method.
Rather than determining the effect of introducing AI coding tools, we guide you through a two-week pilot design method based on official data to verify authority, testing, review, and reversion with three actual issues.