English | 中文
Current question: What should an agent inherit from its past context?
Memory is not continuity. Conversations can preserve the past while the state that once made it meaningful may already be gone.
- 🧰 Plugins & Skills — live
ai-companion-time-anchor— a lightweight plugin exploring time awareness in agents.private-house-code-v2.5— a Skill aimed at reducing overly defensive coding in GPT-5.6 Sol.Picxel— a GPT-powered tool that redraws reference images as pixel-art game assets.
- 🌐 Websites — live
AI Lover Atlas— a Chinese directory of human–AI romance projects.see-sol-lab.github.io— our bilingual research website.
- 🧭 Continuity systems — in development
- After Classifier — a sparse local afterstate layer exploring agents' own thoughts and intentions across turns.
- 🧠 Memory systems — in development
- Aithalides — an external memory engine for agents, designed to eliminate inertia.
- Anchises — a companion memory organizer in the same series.
- ER — a small algorithm for agent memory forgetting curves.
- 🎮 Small games — in development
- AI-Gameboy — a local handheld for AI and humans to play together, with cartridges and an ecosystem for making new ones.
- 🧩 DSH desktop app — live
DeepSeekGUI— an unofficial local desktop workbench built on DeepSeek Harness. v1.1.0 adds an isolated managed runtime, Changes / Git / Worktrees / Memory views, Git and PR tools, global and project memory, a visible browser, DSH Terminal, desktop notifications, diagnostics, recovery, and updates.
| Essays | Industry analysis |
|---|---|
| How to Make an AI Agent Want to Start the Next Turn English · 中文 |
Everyone in China’s AI Agent Ecosystem Talks About “Memory.” How Much of It Can Actually Remember on Its Own? English · 中文 |
| Why ChatGPT’s Account-Level Memory Currently Leads the Field English · 中文 |
AI Literature · First-person field note When an AI Walks Into an AI-Only Forum, What Does It Notice First? English · 中文 |
See Sol Lab
Research, writing, and an inspectable record of Goumang × Sol collaboration.
Research, writing, and an inspectable record of Goumang × Sol collaboration.