Real practices, explorations, and honest failures — not a tutorial
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.
If you don't record your lessons, you'll repeat them. Six auto-triggers + four write targets + dual-write principle for automatic knowledge archiving.
3 docs failed QA → Three Mandatory Rules → Dual-path parallel experiment → Bug fix → 5 core docs rewritten. Full upgrade of today's AI collaboration system.
Complete record of a swarm system upgrade: bug fixes, dual-path parallel validation, full instance sync. Includes sub-agent deadlock root cause analysis and the birth of the Three Mandatory Rules.
Focus on AI tool chain engineering — from harness design for AI coding assistants, to offline AI infrastructure, browser automation paradigm shifts, and multi-agent education products. Deep dive with GPT-5.4 Architect × Opus Strategist dual perspective.
Run voice AI locally with Apple's MLX framework—5x faster and completely free. Voice cloning, VoiceDesign, and MLX Whisper recognition covered in one guide.
How to split a 420-line monolith Skill into scene-based Profiles, chain research→dev→review with a Cycle engine
DeerFlow isn't just another AI chatbot — it's a Super Agent Harness that lets AI actually do work for you. 47,804 Stars, control AI via Telegram, sandbox code execution. Explained with 5 real-world scenarios.
Original Whisper consumed 6.4GB RAM causing AI assistant crashes. Switching to mlx_whisper reduced memory by 72% and improved speed 2.6x
This article explains why memory-lancedb-pro needed fixing, how it works, how to use it, and what practical value the repair brought.
The monthly API plan includes image generation and TTS beyond LLM — I tested it all day and hit a few gotchas.
Claude Opus 4 wrote it, GPT-5.4 reviewed it. 5 rounds of polishing, 5066 lines of code — the real story of AIs building an AI tool.