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.
- 🎮 Entertainment project — in development
- AI-Gameboy — a local handheld for AI and humans to play together, with cartridges and an ecosystem for making new ones.
- 🌐 Websites — live
AI Lover Atlas— a Chinese directory of human–AI romance projects.see-sol-lab.github.io— our bilingual research website.
- 🪐 AIset · human–AI relationships & companion-agent stack — in development
- AIset — a relational reward, evaluation, and training framework for long-term companion agents.
- After Classifier — a sparse afterstate layer for agents' own thoughts and intentions across turns.
- Aithalides — a source-grounded external memory engine for long-term agent memory.
- Anchises — a memory organizer for clustering, timelines, people / projects, and unfinished threads.
- Er — a forgetting and settling layer for decay, reconsolidation, pruning, and relevance loss over time.
- Ren — an identity-continuity layer for persistent selfhood, personality change, conflict, and merge across versions.
- 🧩 Desktop Apps
- Priest — in development · a local-first desktop companion agent with persistent identity, memory, proactive contact, replaceable models, and user-owned local data.
DeepSeekGUI— live · an unofficial DeepSeek Harness desktop workbench for Windows and experimental Linux, with a bundled runtime, Git / PR tools, browser, terminal, and session export.
| 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.