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A deep dive into LTAP architecture: storing Postgres data in Parquet columnar format on S3 for compute-storage separation, lower costs, and unified transactional and analytical workloads.
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Learn LangGraph multi-agent development covering Supervisor and Collaboration architectures, with three hands-on projects: code assistant, prompt assistant, and WebRTC digital human.

Deep dive into how the DAQIRI platform embeds NVIDIA GPU-accelerated computing into high-speed data acquisition pipelines, enabling real-time AI inference for industrial inspection, scientific experiments, and autonomous driving.

From linear regression and logistic regression to gradient descent, this guide derives the core mechanisms of neural networks step by step, covering Sigmoid, cross-entropy, activation functions, and backpropagation.
Deep DivesDeep analysis of DeepSeek V4's core architecture: Hybrid Compressed Attention, Manifold-Constrained Hyperconnection, and MUON optimizer—how they cut inference costs by 10x and enable million-token context processing.
Product ReviewsReal coding test of DeepSeek V4, Claude Opus, GPT, and Kimi K2.6 on the same full-stack game task. Top-ranked Kimi K2.6 fails completely while Claude succeeds first try.
Product ReviewsDeep dive into DeepSeek V4's trillion-parameter open-source model: benchmarks, million-token context architecture, API cost comparison, and MIT license — how V4 outperforms GPT and Claude.
TutorialsDeep dive into NVIDIA NCCL Inspector for real-time GPU cluster communication monitoring with Prometheus integration, covering straggler detection, alerting, and Grafana visualization for distributed training optimization.
Product ReviewsDeep analysis of the awesome-LLM-resources project (8200+ GitHub Stars), covering multimodal AI, Agents, MCP protocol, model training, o1 reasoning, SLMs, and more for LLM practitioners.
Industry InsightsA deep analysis of personalized health tech: from smartwatches and genetic testing to CGMs, revealing the data anxiety, lack of scientific validation, and commercial conflicts behind consumer health products.
Deep DivesDeep dive into Decoupled DiLoCo distributed training: how decoupling training units enables fault tolerance, letting large-scale AI training continue through node failures and reducing downtime loss from 100% to 1%.
TutorialsA systematic 2025 LLM career transition roadmap covering Python, Transformers, LangChain, LlamaIndex, RAG, Agent development, and fine-tuning across three phases achievable in 2-3 months.
Tech FrontiersNVIDIA Nemotron Hackathon Korea winners officially announced, showcasing Korean AI developer innovation. Analysis of Nemotron LLM ecosystem, Korea's AI landscape, and NVIDIA's global developer strategy.
Product ReviewsUnsloth is an open-source LLM training tool with 63K+ GitHub stars, supporting Gemma 4, Qwen 3, DeepSeek. Reduces VRAM by 50–80%, enabling RTX 4090 to fine-tune 7B models with a no-code Web UI.
TutorialsComfyUI-TrainTools-MZ is a ComfyUI training node plugin based on kohya-ss/sd-scripts, enabling LoRA fine-tuning directly in the node editor. This guide covers installation, configuration, and usage.
Product ReviewsDeep dive into Hugging Face Transformers: core features, Pipeline API usage, ecosystem synergy, large model support, and future challenges of this 160K-star AI framework.