30 AI Work-System Comic Cards Made with Codex / OpenAI image2
A compatibility entry for the 30-card public gallery.
2026-06-121 min readAIOpenAI image2Codex
Learning Notes
Will's AI Learning Notes
Real practices, explorations, and honest failures — not a tutorial
22 篇笔记
30 AI Work-System Comic Cards Made with Codex / OpenAI image2
A 5-day, 30-card Chinese knowledge comic series explaining AI adoption through organizational context, agents, interfaces, workflow redesign, and application-layer moats.
2026-06-121 min readAIOpenAI image2Codex
AI-Assisted External Drive Organization: A Real Local Storage Governance Report
A real local storage governance case: cross-drive deduplication, renaming, classification, and rollback-ready audit records across three external drives.
2026-06-112 min readAI Ops本地存储数据治理
Don't Miss Hermes If You Missed OpenClaw: A Power User's Agent Field Notes
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.
2026-04-146 min read
Round 2 · 30-Question Full Benchmark: 13 Contestants × Dual Judges Blind Review
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.
2026-04-131 min read大模型评测基准测试LLM
Hermes vs OpenClaw: A Three-Way Harness Engineering Comparison
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.
2026-04-123 min readaiharness-engineeringopenclaw
GitHub/AI Community April Hotspots: Leaks, Local AI, Agent Revolution
Anthropic source leak, Apple MLX local AI, Agentic Workflow production, hermes-agent self-evolution—deep dive into April 2026's four major AI events.
2026-04-067 min readAI趋势GitHub热点Anthropic
The Right Way for AI to Control Browsers: Four Tracks + Four-Dimension Decision Matrix
Wrong browser automation method leads to failure or account bans. Four tracks + four dimensions ensure the right tool for every scenario.
2026-03-296 min readaibrowser-automationarchitecture
One Command, Full Pipeline: Designing a Fully Automated AI Content System
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.
2026-03-294 min readaicontentautomation
Files Are Synced, But AI Behavior Might Not Be: Cross-Instance Smart Sync Design
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.
2026-03-294 min readaimulti-instancesync
How AI Continuously Learns: Auto-Accumulating Reusable Skills from Conversations
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.
2026-03-295 min readaiagentlearning
Unrecorded Knowledge Is Lost Knowledge: Designing an AI Auto-Save Pipeline
If you don't record your lessons, you'll repeat them. Six auto-triggers + four write targets + dual-write principle for automatic knowledge archiving.
2026-03-297 min readaiknowledge-managementautomation
What My AI Team Did Today: 5 Swarm System Improvements
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.
2026-03-298 min readaiagentswarm
Swarm Engine v6.2 Complete Evolution: From Solo to Multi-Model Collaboration
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.
2026-03-2914 min read蜂群系统多模型协作OpenClaw
GitHub Trending: Week 4 of March 2026 — 5 Projects Deep Dive | Dual AI Perspective
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.
2026-03-288 min readgithubaiagent
Apple Silicon Local Voice AI: MLX TTS + Whisper in Practice
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.
2026-03-271 min readMLXTTSApple Silicon
Swarm Engine v6.1: From Monolith to Scene-Based Intelligent Orchestration
How to split a 420-line monolith Skill into scene-based Profiles, chain research→dev→review with a Cycle engine
2026-03-274 min readaiagentswarm
DeerFlow Complete Guide: What Can ByteDance's Open-Source Super Agent Actually Do?
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.
2026-03-264 min readaiagentdeerflow
Sent 10 Voice Messages in the Morning, AI Went Silent | A Real Apple Silicon Optimization Journey
Original Whisper consumed 6.4GB RAM causing AI assistant crashes. Switching to mlx_whisper reduced memory by 72% and improved speed 2.6x
2026-03-261 min readaiapple-siliconmlx
Fixing AI Long-Term Memory Is More Than Fixing an Error — A Deep Dive into memory-lancedb-pro
This article explains why memory-lancedb-pro needed fixing, how it works, how to use it, and what practical value the repair brought.
2026-03-2413 min readOpenClawmemory-lancedb-proLanceDB
MiniMax Coding Plan Has Image & TTS Built In — My Full Test
The monthly API plan includes image generation and TTS beyond LLM — I tested it all day and hit a few gotchas.
2026-03-232 min readMiniMaxAPITTS
Swarm Engine v2.0 Birth Story: How AIs Collaborated to Build an AI Tool
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.
2026-03-222 min readaiswarmagent