Nemosis

Intelligence shouldn't be rented. It should be inherited.

Nemosis is a high-performance framework designed to automate "Knowledge Osmosis" between high-capability Teacher models and cost-effective Student models. Built with Rust and compliant with the AgentSkills.io specification.

🌟 The Core Concept: Logic Collapse

Nemosis collapses expert reasoning into a standardized SKILL.md. This file contains the Strict Contract (JSON Schema) and Strategic Context (Markdown Instructions), enabling Student models to inherit complex capabilities without the high cost of multi-turn reasoning.

🛠 Tech Stack

• Core: Rust (Safety, Performance, Portability)
• Orchestration: pnpm Workspaces (Monorepo management)
• Distribution: npm Wrapper (Seamless CLI integration)
• Standard: AgentSkills.io (SKILL.md)

🔄 The Nemosis Workflow

1. Capture: Pull high-fidelity execution traces from OpenClaw.
2. Distill: The Rust-based Distiller analyzes the traces and synthesizes a SKILL.md.
3. Osmose: The Student model is onboarded by parsing the SKILL.md, instantly expanding its toolset.
4. Audit: The Teacher model evaluates performance and triggers a Rust-driven refactor of the skill if logic drifts.

📂 Monorepo Structure

.
├── pnpm-workspace.yaml
├── package.json              # Root scripts
├── packages/
│   ├── nemosis-core/         # Rust: Logic for experience extraction
│   │   ├── src/
│   │   └── Cargo.toml
│   ├── nemosis-cli/          # CLI Entrypoint (npm wrapper)
│   └── nemosis-skills/       # Auto-generated SKILL.md registry
│       └── <skill_id>/
│           └── SKILL.md      # The distilled expert skill
└── scripts/                  # Build & Wrap scripts

🚀 Why Nemosis?

• Rust-Powered: Fast, safe, and compiles to a single binary.
• Spec-First: Built on the SKILL.md standard for maximum interoperability.
• Minimalist: No heavy dependencies, just clean, high-efficiency osmosis.