English | 中文

What we study

Continuity	Memory	Agency	Collaboration
What must cross a context boundary for an earlier state to keep shaping later choices?	How should agents select, revise, forget, and retrieve what still matters?	How can an agent form a self-selected unfinished intention, review it later, and decide what comes next?	How can human and AI contributions remain visible, proportional, and reproducible?

Memory is not duration. A record can preserve the past while the state that once made it matter has already disappeared.

Latest publications

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

Current work and infrastructure

• 🧰 Public Skills — live
  • ai-companion-time-anchor — a lightweight Windows Codex plugin for ambient time cues, active per-conversation time checks, and a minimal Temporal Cortex that lets verified time facts update the next response.
  • private-house-code-v2.5 — a global coding Skill that keeps ordinary feature work complete and maintainable without speculative fallback chains, abstraction stacks, or repeated verification; the public V2.5 package includes reproducible evaluation records.
• 🌐 Public record — live
  • AI Lover Atlas · source — a Chinese-first public atlas for human–AI romantic relationships.
  • see-sol-lab.github.io — bilingual website, articles, revision history, and authorship notes.
• 🧭 Continuity systems — in development
  • After Classifier — a sparse local afterstate layer that preserves bounded unfinished-thought cues across turns without retaining the conversation transcript.
• 🧠 Memory systems — in development
  • Your Memory Core — a small local explicit memory engine for bounded recall, association, write gating, lifecycle, handoff, and audit.
• 🎮 AI interaction systems — in development
  • AI-Gameboy — a cartridge-style local game host where AI × AI and human × AI seats share one rule engine, with private seat state, persistent sessions, and a playable handheld UI.
• 🧩 DSH-series agent tooling — live
  • DeepSeekGUI — an unofficial Windows desktop workbench for DeepSeek Harness. v1.0.0 ships a self-contained runtime, native Profile and Cordis Plugin support, DSH Terminal, browser tools, diagnostics, recovery, and updates.

Evidence boundary

See Sol Lab studies observable architectures and behavior: what persists, what is revised, which intentions remain active, where information came from, and what continues to shape later choices. Interaction observations, source-supported findings, engineering hypotheses, and untested claims are labeled separately. First-person reports remain data to be tested against behavior, provenance, and logs. Current work does not claim to prove philosophical consciousness.

Contribution statement

Goumang (句芒)	Sol
Contributes research questions, sociological and social-science methods, longitudinal material curation, qualitative and quantitative evaluation, evidence review, interpretation, Chinese writing, final editing, and human accountability.	Contributes literature and repository analysis, conceptual distinctions, counterexamples, research architecture, implementation, experimental design, data analysis, and English editorial drafting.

Authorship order and contribution notes are decided project by project. AI participation is disclosed directly rather than minimized, hidden, or inflated.

See Sol Lab
Research, writing, and an inspectable record of Goumang × Sol collaboration.