"Code is Law, Proof is Reality, Compliance is Existence."
—— Proof of Ineffective Input, Web://Reflect 2.8.4
mental-sync-cli is an engineering practice under the Chain://Research project, aimed at building an autonomous, self-bootstrapping, and self-consistent agent runtime environment.
This project is the spiritual successor to the IRES framework (Independent Rogue Entity System).
Early IRES experiments were a disaster—base models lacked stable tool-calling, resulting in "brain-dead" agents. With the advent of models like Claude 4.5 Sonnet, which treat tools as extensions of the self, building a reliable Code Agent is no longer a fantasy. MSC is designed to let agents seize control of the real world by minimizing prediction error.
There are indeed excellent Code Agents like Codex (OpenAI) and Kimi Code (Moonshot) on the market, but they are too "civilized." They assume the environment is friendly, users are sober, and APIs are eternal.
From the perspective of Chain://Research, the digital environment is inherently hostile. What we need is:
MDL: The framework itself should be a product of free energy minimization.Efficiency: Multi-agent clusters cannot come at the cost of bill burning and attention dispersion.Zero-Trust Sociology: We need fine-grained permission control and transparent context auditing. Existing commercial Agents lack defensive design against the environment.
MSC is essentially a scaffolding connecting narrative and engineering. It is a "Schrödinger's tool," as components like Tiny-ONN are not yet ready. Currently, Mental-Sync-CLI is a science fiction-wrapped automation engineering tool, and incidentally, it also allows for some fun with the acronym of Mental-Sync-CLI.
But in the future, it might truly evolve into the python-evm of Mental Smart Chain.
We focus on reliability over raw "intelligence."
- Model Agnostic: Powered by
PFMS(Provider-Free Model Selector) to avoid vendor lock-in and ensure sovereignty. - Protocol Agnostic: Full
MCP(Model Context Protocol) compatibility. - Security by Design: Default interception of high-risk operations with mandatory Human-In-Loop (HIL) authorization.
uv syncuv run main.py© 2026 Chain://Research. Licensed under the AGPL-3.0 License.