AI learning notes · Tech practice · Osaka life
51 posts
Hermes Agent is hot, but don't rush to migrate. Deep comparison of Hermes vs OpenClaw, sharing multi-instance collaborative architecture and six-layer security protection from real-world experience.
13 LLMs × 30 multi-dimensional questions × Opus 4.6 + GPT-5.4 dual-judge blind review. Covers math, programming, reasoning, agent, Chinese and Japanese language.
Cross-validated by three models: Hermes excels at L1+L4, official OpenClaw is more complete at L2~L6, and Will's custom deployment pushes that lead to production grade.
Anthropic source leak, Apple MLX local AI, Agentic Workflow production, hermes-agent self-evolution—deep dive into April 2026's four major AI events.
Wrong browser automation method leads to failure or account bans. Four tracks + four dimensions ensure the right tool for every scenario.
From topic research to publishing, fully automated by AI. Draft/publish modes, staged artifact saves for resumability, triple TTS validation for truly automated content production.
4 AIs running on 4 machines. Files sync fine, but iron rules only apply to some instances — that's the dangerous state. L1/L2/L3 classification + four-phase verification makes sync actually work.
Does AI forget everything after each conversation? The Instinct mechanism uses pattern recognition, four knowledge types, and confidence scoring to let AI truly accumulate experience.