Code-Review on Apoapsis Notebookhttps://apoapsis-v2.pages.dev/categories/code-review/Recent content in Code-Review on Apoapsis NotebookHugoen-usSat, 05 Sep 2026 09:31:00 +0000TradingAgents: A Multi-Agent LLM Pipeline for Trading Decisionshttps://apoapsis-v2.pages.dev/posts/tradingagents/Sat, 05 Sep 2026 09:31:00 +0000https://apoapsis-v2.pages.dev/posts/tradingagents/How a LangGraph state machine orchestrates analysts, debators, and managers to produce a grounded, point-in-tiAdrian: Runtime Security for AI Agentshttps://apoapsis-v2.pages.dev/posts/adrian/Thu, 27 Aug 2026 08:48:00 +0000https://apoapsis-v2.pages.dev/posts/adrian/How Adrian captures agent actions and reasoning, classifies them with a local LLM, and blocks or holds risky tLangChain: The Framework, Its Middleware, and Its Security Modelhttps://apoapsis-v2.pages.dev/posts/langchain/Mon, 03 Aug 2026 08:42:00 +0000https://apoapsis-v2.pages.dev/posts/langchain/How a multi-package Python monorepo composes LLM components into runnable pipelines and agents.Grok Build: A Rust Terminal Agent with a Leader-Multiplexed Corehttps://apoapsis-v2.pages.dev/posts/grok-build-ai-coding-agent/Tue, 28 Jul 2026 09:00:00 +0000https://apoapsis-v2.pages.dev/posts/grok-build-ai-coding-agent/How a Unix-socket leader, actor-based sessions, and a dual-mode workspace crate combine into a TUI/headless/ACHAMi: Kubernetes-Native GPU Virtualization and Heterogeneous Accelerator Schedulinghttps://apoapsis-v2.pages.dev/posts/hami-gpu-virtualization/Sat, 20 Jun 2026 09:00:00 +0000https://apoapsis-v2.pages.dev/posts/hami-gpu-virtualization/How HAMi shares GPUs, enforces memory limits, and schedules across vendors without changing your application cCrewAI: Orchestrating Autonomous Agents and Deterministic Flowshttps://apoapsis-v2.pages.dev/posts/crewai/Tue, 12 May 2026 10:00:00 +0000https://apoapsis-v2.pages.dev/posts/crewai/How Crews and Flows give you both flexibility and control in production multi-agent systems.Open-Sora: A Config-Driven Video Diffusion Training and Inference Codebasehttps://apoapsis-v2.pages.dev/posts/open-sora-v1-3/Mon, 11 Aug 2025 09:15:22 +0000https://apoapsis-v2.pages.dev/posts/open-sora-v1-3/How the registry pattern, ColossalAI integration, and data pipeline fit together to make text-to-video researcMoneyPrinterTurbo: Automated Short-Video Pipeline Explainedhttps://apoapsis-v2.pages.dev/posts/moneyprinterturbo-v1-2-6/Thu, 26 Jun 2025 07:05:10 +0000https://apoapsis-v2.pages.dev/posts/moneyprinterturbo-v1-2-6/How a Python app chains LLMs, TTS, stock footage, and MoviePy to turn a topic into an MP4HunyuanVideo-1.5: An 8.3B-Parameter Video Diffusion Model Built for Consumer GPUshttps://apoapsis-v2.pages.dev/posts/hunyuanvideo-1-5/Wed, 18 Jun 2025 07:03:00 +0000https://apoapsis-v2.pages.dev/posts/hunyuanvideo-1-5/How Tencent’s lightweight video generator packs training, inference, and fine-tuning into one open-source codeComfyUI: How a Python Server Turns Node Graphs into GPU Inferencehttps://apoapsis-v2.pages.dev/posts/comfyui-v0-3-25/Wed, 28 May 2025 08:23:00 +0000https://apoapsis-v2.pages.dev/posts/comfyui-v0-3-25/Tracing the path from browser to GPU: graph validation, caching, and VRAM management.Wan2.1: Video Generation with Diffusion Transformershttps://apoapsis-v2.pages.dev/posts/wan2-1/Tue, 11 Mar 2025 11:00:00 +0000https://apoapsis-v2.pages.dev/posts/wan2-1/How the open-source suite structures pipelines, models, and distributed inference for text-to-video.