Documentation
Infrastructure（19 articles）
Server hardware, network topology, container orchestration, monitoring, and GPU environment documentation.
Key topics: AMD EPYC 9175F, MikroTik RouterOS, Podman/Quadlet, Ubuntu Server, Prometheus/Grafana, 10GbE Networking, PostgreSQL, LLM Stack Deployment
Latest articles:
2026-04-09
PostgreSQL moved from an on-demand GPU server to a 24/7 Mac Mini. This infrastructure setup retains pgvector and updates connection settings, macOS support and backups.
2026-03-14
Dagster sensors process gateway events independently. NATS JetStream, idempotent storage, and conversation lineage for AI system and data platform development.
2026-03-14
An experiment tracking setup for AI system development using Dagster, MLflow, and MinIO. It covers correlation_id linkage, AirPlay port conflicts, missing PostgreSQL drivers, and an existing database …
LLM Research（41 articles）
Large language model benchmarks, CPU/GPU inference validation, quantization testing, and optimization research.
Key topics: DeepSeek V3.2, Qwen3, Kimi K2.5, GLM-4.7, Llama 4, Hermes, MiniMax, EPYC 9175F inference optimization, GGUF quantization
Latest articles:
2026-10-06
AI integration tests of Jev-Omni decisions on 35 audio, image, Japanese email, and video inputs, with a Clef comparison on the same 25 inputs. Includes additional video tests and saved answers.
2026-09-15
DeepSeek-V4-Flash-Vision-Exp and V4.1-Flash ran on two RTX PRO 6000 Max-Q GPUs. This LLM integration example covers familiar-daemon, agent-gateway, ancestor and Django implementation logs.
2026-08-04
DeepSeek V4 Flash 0731 on two RTX PRO 6000 96GB GPUs: DSpark K5 throughput, CPU KV offload, and a generated business application.
Software Tools（10 articles）
Development tools, IDE configurations, MCP integrations, code analysis utilities, and web project implementations.
Key topics: VS Code Server, Zed, Serena MCP, ctree, Dagster, Django, Lightdash, shelpa
Latest articles:
2026-04-09
Stabilizing web research saved to a vault: a UTF-8 panic fix, ONNX model migration, and MCP integration. A record of reusing research in development workflows after LLM integration.
2026-04-09
Nine Rust MCP servers supporting familiar with search, code analysis, and database inspection. Responsibility boundaries, context limits, and asynchronous coordination for LLM integration and AI …
2026-03-30
A Rust MCP server redesigned as filesystem with 14 tools. Trash, undo/redo, and tracking records provide recovery from worker mistakes during AI system development.
Architecture（10 articles）
System architecture designs, distributed pipeline patterns, and migration records.
Key topics: Rust, NATS, Dagster, OpenAI Proxy, SSE Streaming, Go Migration
Latest articles:
2026-05-16
A 55-minute familiar demo generated a Django reservation system. Local infrastructure, model selection, observation, and recovery for AI system development and LLM integration.
2026-04-14
Single-GPU NVFP4 measurements led to replacing a resident llm-jp translator with batches. The record covers LLM resource allocation, throughput, a dual-GPU startup error, and translation configuration …
2026-04-14
A six-page generation run with Claude, Qwen3-Coder-Next 80B and GLM-5.1 exposed a 300-second timeout. The changes cover task splitting, dynamic prompts and execution traces for LLM integration.