Mian Zhang

Independent Researcher / Ouroboros Project

Reliable intelligence should carry evidence before it acts.

Wisdom Science studies how agents, embodied systems, and decision architectures improve through feedback, perturbation, evidence gates, recovery, and long-horizon experience. The public layer is now organized for citation, reproduction, challenge, and community review.

architecture feedback evidence recovery
Zenodo Portfolio Index View Papers Evidence Map GitHub Community Technical Mirror
Premium black-gold visualization of residual failure scoring and closed-loop evidence.
P00-P45 Public DOI index
Zenodo Canonical archive
GitHub Community and code
HF Technical mirror

Public Architecture

Four public surfaces, one protected core.

Zenodo is the citation and long-term archive. GitHub is the community layer for schemas, issue templates, reproducible indices, and counterexamples. Hugging Face remains a technical mirror for static demos and registries. This website is the human entry point for research, Chinese explanations, and public status.

The public site exposes public research records, evidence boundaries, reproducible artifacts, and challenge routes. Sensitive operational material remains outside the public evidence layer.

Zenodo

Canonical archive

DOI records, versions, public artifact manifests, and citable research objects remain authoritative there.

GitHub

Community layer

Issues, schemas, claim boundaries, reproducible indices, and counterexample reports live in public repositories.

HF

Technical mirror

Static demos, public registries, and artifact pages stay technical, not a general website or Chinese press archive.

Open technical mirror

/zh

Chinese entry

Chinese readers get one canonical route for explanations, weekly digests, and public evidence boundaries.

Community Discipline

Open the validation interface, not the operating core.

The project welcomes attacks that name a claim, reproduce a failure, expose a boundary mismatch, or correct a DOI/hash/manifest record. Promotion is not evidence. A PDF alone is not evidence. A strong public claim must have a registry row, a citation target, and a challenge route.

Evidence gate visual in black and gold.
Supra-body architecture visual.
Closed-loop learning visual.

Public Archive

Selected papers and records.

The public archive points to citable records, evidence maps, and challenge routes. GitHub indexes reviewable metadata; Zenodo remains the canonical file archive.

ID Record Status DOI
P00SOVEREIGN: A Cognitive Operating SystemPreprint10.5281/zenodo.19793250 P01Cognitive ImmunityPublic DOI record10.5281/zenodo.19791688 P02WisdomBenchPublic DOI record10.5281/zenodo.19793098 P04The Second Scaling LawPublic DOI record10.5281/zenodo.19895990 P05The Second Scaling Law in Physical WorldsPublic embodied evidence record10.5281/zenodo.20028053 P07WisdomBench-Embodied in PracticePublic embodied evidence record10.5281/zenodo.20028518 P22The Wisdom Closure Theoremsv0.2 current10.5281/zenodo.20582195 P45RBI/GEE Phase-2 EmpiricalBoundary-limited public record10.5281/zenodo.20581591
Open the full papers page Open the full Zenodo portfolio archive Open the GitHub community route Open the technical registries
Black-gold evidence gate command visual.

Systems Layer

SOVEREIGN is a local-first decision intelligence system.

The engineering layer organizes evidence trails, failure logs, workflow memory, social calibration, cognitive immunity, and closed-loop teaching into a practical system for research, operations, and reliable agent design.

  • Evidence-gated outputs and claim boundaries.
  • Failure logs treated as reusable learning assets.
  • Local-first memory and private decision ledgers.
  • Embodied and cognitive loops described through one control framework.

Position

The next route is not only larger models. It is architecture, feedback, evidence, recovery, body-like subsystems, and the discipline to know when not to act.

This is a research archive, a systems map, and a public instrument panel for work that must remain falsifiable.

Contact

Mian Zhang

Independent Researcher, Ouroboros Project

373743743@qq.com Papers and DOI Map Evidence Map Press Kit Zenodo Portfolio Index HF Technical Mirror Public Registries Counterexample Route Chinese Overview