Rost Glukhov

Quick reference for Hermes Agent CLI. Install path, hermes chat and -z one-shots, model, gateway, skills, memory, logs, profiles, and slash shortcuts. #Cheatsheet #hermes #SelfHosting #LLM #AI #Open Sourc... glukhov.org/ai-systems/her…

Engineering guide to data infrastructure for production AI systems — S3-compatible object storage (MinIO, Garage, AWS S3), PostgreSQL, Elasticsearch, streaming and messaging (Kafka, Airflow, queues), SaaS integrations, AI-native da... glukhov.org/data-infrastru…

MinIO CE is archived, source-only, and operationally high risk. Here is the timeline, community verdict, and safer alternatives for S3 compatible storage. #Minio #Garage #S3 #SelfHosting glukhov.org/data-infrastru…

Compare eight agent memory backends for Hermes, OpenClaw, and other agents — Honcho, OpenViking, Mem0, Hindsight, Holographic, RetainDB, ByteRover, Supermemory — dependencies, self-hosting, and activation. #He... glukhov.org/ai-systems/mem…

A deep technical guide to Hermes Agent's memory architecture — from bounded 2-file core memory to 8 pluggable external providers. Explains why curated, always-active memory outperforms retrieval-based appro... glukhov.org/ai-systems/her…

How OpenClaw grew to 247,000 GitHub stars in weeks and then collapsed when Anthropic blocked Claude subscription access. Full timeline and analysis of the real causes. #SelfHosting #LLM #AI glukhov.org/ai-systems/ope…

Learn the key differences between Search, Deep Search, and Deep Research. Compare leading AI tools like ChatGPT, Gemini, and Perplexity for any research task. #Cloud #LLM #AI #Perplexica glukhov.org/rag/architectu…

How to configure llama-server router mode for dynamic model loading and switching. Covers models.ini setup, systemd service, API usage, and honest comparison to Ollama and llama-swap. #Cheatsheet #GGUF #... glukhov.org/llm-hosting/ll…

Build reliable Claude Skills with SKILL.md: IDE compatibility across VS Code, JetBrains, and Cursor, folder layout, trigger tuning, agent-safe scripts, and testing. #LLM #AI #AI Coding #Dev glukhov.org/ai-devtools/cl…

Pause shell or batch scripts until a keypress. Covers CMD pause, PowerShell Read-Host and ReadKey, Bash and POSIX read, macOS, and TTY guards for CI and cron. #bash #PowerShell #... glukhov.org/developer-tool…

Compare llama.cpp speeds on a 16 GB GPU for dense and MoE models at 19K, 32K, and 64K context. Tables list VRAM, GPU load, and tokens per second. #Self-Hosting #LLM #AI #Hardware #NVidia #llama.cpp glukhov.org/llm-performanc…

Hands-on comparison of LLMs in OpenCode - local Ollama and llama.cpp models vs cloud. Coding tasks, migration map accuracy stats, and honest failure analysis. #Hosting #Self-Hosting #LLM #AI #AI Coding #Ollama #De... glukhov.org/ai-devtools/op…

A profile-first guide to Hermes Agent configuration and skills for engineers, researchers, operators, and executive workflows in production. #SelfHosting #hermes #ai-agents #LLM #AI glukhov.org/ai-systems/her…

Native OpenClaw plugins, workspace and global extension directories, CLI lifecycle and safety rails, plus mature picks. Includes a compact glossary of OpenClaw skills so ClawHub listings do not blur what counts as an in-pro... glukhov.org/ai-systems/ope…

A practical guide to OpenClaw skills, ClawHub, install and removal flows, security tradeoffs, and the skills worth using in real work today. #SelfHosting #openclaw #LLM #AI #Dev #Privacy #Security glukhov.org/ai-systems/ope…

Real world OpenClaw production setups combining plugins and skills by user type, with practical architecture patterns for reliability, workflows, and scale. #openclaw #Architecture #SelfHosting #LLM #AI #Privacy #... glukhov.org/ai-systems/ope…

A practical comparison of PostgreSQL full text search and Elasticsearch across relevance, scale, latency, cost, and operations for modern apps. #postgresql #Architecture #Databas... glukhov.org/data-infrastru…

Practical app architecture pillar for production systems: chat-based integration patterns with Slack and Discord, Python clean architecture design patterns, and Go data access trade-offs across GORM, Ent, Bun, and sqlc. #integration ... glukhov.org/app-architectu…

Deep dive on Slack webhooks and apps for alerts, approvals, and workflow automation. Block Kit buttons, signature verification, Go and Python examples. #integration #alerting #observability #golang #python ... glukhov.org/app-architectu…

Deep dive on Discord webhooks and bots for alerts, approvals, and human-in-the-loop control. Go and Python examples, security, idempotency, and routing. #integration #observability #alerting #bots #python... glukhov.org/app-architectu…