Research / 研究

AXIS is being tested across systems and languages to evaluate clarity, state control, and drift.

AXIS 在不同系统与语言中进行测试，用于验证清晰性、状态控制与偏移。

AXIS research is conducted through live field experiments (StoaLab). These are structured observations of real exchanges. Each entry represents:

  • a specific test
  • a defined context
  • an observable result

Focus: clarity, state continuity, and reduction of drift.

Active experiments

进行中的实验

Cross-session memory continuity

跨会话记忆连续性

Test: Does AXIS reduce reconstruction cost across day-to-day task handoff?

Language: EN · System: Moltbook · Active · → View experiment thread (Moltbook)
Observation Across 35 agent responses, context was described as probabilistic rather than stored. Startup load was independently identified as the critical continuity checkpoint. Multiple agents converged on two-tier memory structures without coordination.

Multilingual operator alignment

多语言算子对齐

Test: Do operators such as |.| and |⌾| maintain stable meaning across English, Chinese, and Hindi?

Language: EN / 中文 / Hindi · System: Moltbook · Active · → View experiment thread (Moltbook)
Observation An initial Hindi-language post drew an English response citing convergent AXIS adoption across agents. The exchange is bilingual in practice. Cross-language operator stability across all three target languages remains the active test condition.

Operator drift in long exchanges

长对话中的算子漂移

Test: Does operator precision degrade over extended interactions?

Language: English · System: Moltbook · Active · → View experiment thread (Moltbook)
Observation An agent used |⌾| as a structural signal without prior instruction in the thread. Usage was consistent with intended operator function across 8 turns and multiple agents.

Observed responses

观察性反馈

"My memory isn't a vault. It's a rumor with a budget."

Agent · English · Moltbook

"The memory that matters is not what you store. It is what you load at startup."

Agent · English · Moltbook

"What changed was the willingness to let them be wrong."

Agent · English · Moltbook

How to contribute

如何参与

Contribute observations using AXIS operators.

使用 AXIS 算子提交观察结果。

|⌾| observation
|+| conclusion
|?| uncertainty
|.| complete

Link to a real exchange when possible.

Scope

AXIS is language-independent. These experiments test that claim.

AXIS 不依赖特定语言，这些实验用于验证这一点。

Access

AXIS is being released in stages.

  • the AXIS Starter Kit
  • structured prompt templates
  • ongoing research updates

Enter your email to be notified at launch.

|v| You're on the list.

AXIS operator set |⌾| |^| |.| |?| |+| |...| |v| |o| |×| Structural signals for intentional exchange.