Agentic Nexus Operating Layer & Interface System Architecture
The operating system layer for Agent workloads.
Let Agents drive the system straight from your terminal, and strip the tool responses that reach the model before they cost you — while keeping the Shell, Agent framework, and sandbox you already run.
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ANOLISA is a server-side operating layer for AI Agent workloads. It addresses three practical constraints of Agent execution: terminal entry, Token cost, and execution environments. Keep the Shell, Agent framework, and sandbox you already use. ANOLISA CLI provides a single installation entry point, while each capability can be enabled independently.
01 · AGENT INTERFACE
cosh-ng is an AI-native Linux terminal: it keeps familiar Bash/Zsh behavior, then adds an Agent that can understand intent, use tools and Skills, and ask for approval before risky work. Shell commands and natural language share one terminal instead of forcing users into a separate chat application.
02 · CONTEXT EFFICIENCY
Token-less removes redundancy from tool schemas and responses. Agent Memory reuses context across sessions, SkillFS exposes Skills as views and mounts them on demand so only the relevant ones enter the context, and AgentSight records where Tokens are actually spent.
tokenless-context-efficiency.mp4 |
In one observed coding task, Token-less saved 317K Tokens (40.5%), based on AgentSight measurements. Results vary by workload.
debug and trace are dropped by the field blacklist, metadata as null, and
tags / extra as empty values. Compression runs between the Agent and the
model, so no Agent framework code changes. Dropped array items stay retrievable
through a <<tokenless:KEY>> marker, which keeps the compression reversible.
| Tool responses | Tool schemas | Full pipeline |
|---|---|---|
| 65.8% fewer Tokens | 47.3% fewer Tokens | 62.9% fewer Tokens |
| ResponseCompressor · 46.85 µs | SchemaCompressor · 11.44 µs | 198.91 µs |
Savings apply to the tool responses entering the context, not to the whole session bill — the Token-less README explains how to estimate the effect for a given workload.
Read the Token-less user manual →
03 · EXECUTION RUNTIME
ANOLISA is building out the Agent execution environment: Agent Sec Core isolates risky operations, and ws-ckpt keeps recovery points for workspace changes.
ANOLISA CLI is the common installation entry point. cosh-ng is installed in system mode; Token-less and other capabilities can be added independently.
curl -fsSL https://get.agentic-os.sh | bash
sudo anolisa --install-mode system install cosh-ng
anolisa install tokenlessRun cosh to enter the AI-native terminal. Token-less can also optimize tool
calls from an existing Agent without changing its framework.
Quick Start · Installation · User Guide · Troubleshooting · Build from Source · Changelog
Scan with DingTalk to join the ANOLISA community.
- Open an issue for bugs and feature requests.
- Read CONTRIBUTING.md before submitting a pull request.
- Report vulnerabilities through the Security Policy.
ANOLISA is released under the Apache License 2.0.