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kongche-jbw merged 2 commits into from
Aug 19, 2026
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feat(site): refresh community demos #2582

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d93c21f
feat(site): showcase ANOLISA capabilities
kongche-jbw Aug 14, 2026
d165bfb
feat(sec-core): add Skill Ledger demo
kongche-jbw Aug 15, 2026
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152 changes: 113 additions & 39 deletions README.md
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Expand Up @@ -25,12 +25,12 @@ responses that reach the model before they cost you — while keeping the Shell,
Agent framework, and sandbox you already run.

[中文版](README_zh.md) · [Website](https://agentic-os.sh/) ·
[Quick Start](docs/QUICKSTART.md) ·
[User Guide](docs/user-guide/en/README.md) ·
[Contributing](CONTRIBUTING.md)
[Quick Start](https://agentic-os.sh/docs/quickstart/) ·
[User Guide](https://agentic-os.sh/docs/user-guide/) ·
[Contributing](https://github.com/alibaba/anolisa/blob/main/CONTRIBUTING.md)

[![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](LICENSE)
[![Platform](https://img.shields.io/badge/Platform-Linux%20%7C%20macOS-lightgrey.svg)](docs/user-guide/en/installation.md)
[![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](https://github.com/alibaba/anolisa/blob/main/LICENSE)
[![Platform](https://img.shields.io/badge/Platform-Linux%20%7C%20macOS-lightgrey.svg)](https://agentic-os.sh/docs/user-guide/installation/)

</div>

Expand All @@ -42,12 +42,42 @@ 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.

<p align="center">
<img
src="docs/images/readme/highlights.png"
alt="ANOLISA product highlights"
/>
</p>
**New to ANOLISA?**
[Choose your first outcome in the Quick Start →](https://agentic-os.sh/docs/quickstart/)

## Components

<table width="100%">
<thead>
<tr>
<th width="340">Agent entry</th>
<th width="340">Context efficiency</th>
<th width="340">Runtime &amp; security</th>
</tr>
</thead>
<tbody>
<tr>
<td><strong><a href="https://agentic-os.sh/docs/user-guide/user-entrypoint/cosh-ng/quickstart/">cosh-ng</a></strong><br><sub>Shell copilot</sub></td>
<td><strong><a href="https://agentic-os.sh/docs/user-guide/token-saving/tokenless/quickstart/">Token-less</a></strong><br><sub>Tool-output compression</sub></td>
<td><strong><a href="https://agentic-os.sh/docs/user-guide/runtime/ws-ckpt/">ws-ckpt</a></strong><br><sub>Checkpoint and rollback</sub></td>
</tr>
<tr>
<td><strong><a href="https://agentic-os.sh/docs/user-guide/user-entrypoint/os-skills/">OS Skills</a></strong><br><sub>System and DevOps expertise</sub></td>
<td><strong><a href="https://agentic-os.sh/docs/user-guide/agent-observability/agentsight/">AgentSight</a></strong><br><sub>Trace and Token visibility</sub></td>
<td><strong><a href="https://agentic-os.sh/docs/user-guide/runtime/skillfs/">SkillFS</a></strong><br><sub>Focused Skill views</sub></td>
</tr>
<tr>
<td><strong><a href="https://agentic-os.sh/docs/user-guide/user-entrypoint/ktuner/">ktuner</a></strong><br><sub>Kernel tuning</sub></td>
<td><strong><a href="https://agentic-os.sh/docs/user-guide/token-saving/agent-memory/">Agent Memory</a></strong><br><sub>Cross-session memory</sub></td>
<td><strong><a href="https://agentic-os.sh/docs/user-guide/agent-security/agent-sec-core/quickstart/">Agent Sec Core</a></strong><br><sub>Sandbox and verification</sub></td>
</tr>
<tr>
<td></td>
<td></td>
<td><strong><a href="https://agentic-os.sh/docs/user-guide/runtime/blaze/">Blaze</a></strong><br><sub>Sandbox lifecycle</sub></td>
</tr>
</tbody>
</table>

## What it solves

Expand All @@ -60,17 +90,41 @@ 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.

[Get started with cosh-ng →](docs/user-guide/en/user-entrypoint/cosh-ng/QUICKSTART.md)
[Get started with cosh-ng →](https://agentic-os.sh/docs/user-guide/user-entrypoint/cosh-ng/quickstart/)

<p align="center"><strong>02 · CONTEXT EFFICIENCY</strong></p>

<h3 align="center">See where Tokens go and cut waste before it reaches the model</h3>

Token-less removes redundancy from tool schemas and responses.
[Agent Memory](src/agent-memory/README.md) reuses context across sessions,
[SkillFS](src/skillfs/README.md) exposes Skills as views and mounts them on
demand so only the relevant ones enter the context, and
[AgentSight](src/agentsight/README.md) records where Tokens are actually spent.
[Token-less](https://agentic-os.sh/docs/user-guide/token-saving/tokenless/quickstart/)
removes redundancy from tool schemas and responses before they reach the model.
[Agent Memory](https://agentic-os.sh/docs/user-guide/token-saving/agent-memory/)
reuses useful context across sessions.
[SkillFS](https://agentic-os.sh/docs/user-guide/runtime/skillfs/) keeps the
current Skill view focused and makes other Skills discoverable when needed.
[AgentSight](https://agentic-os.sh/docs/user-guide/agent-observability/agentsight/)
shows where Tokens are spent.

### See an Agent run from the kernel up

On Linux, AgentSight uses eBPF to observe an Agent without changing its code.
Follow user input through model and tool calls, with Token use and sub-agent
branches in the same view.

[Open the AgentSight guide →](https://agentic-os.sh/docs/user-guide/agent-observability/agentsight/)

<table align="center" cellpadding="0" cellspacing="0">
<tr>
<td>
<video
controls
muted
preload="metadata"
src="https://github.com/user-attachments/assets/ed6952c6-19da-44c7-ae35-85d753bdccf9"
></video>
</td>
</tr>
</table>

### Try Token-less with Claude Code in 3 minutes

Expand Down Expand Up @@ -113,13 +167,6 @@ tokenless stats list --limit 5
</sub>
</p>

<p align="center">
<img
src="docs/images/readme/tokenless-response.png"
alt="Token-less response compression in the terminal"
/>
</p>

`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
Expand All @@ -131,18 +178,42 @@ through a `<<tokenless:KEY>>` marker, which keeps the compression reversible.
| 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](src/tokenless/README.md) explains how to
estimate the effect for a given workload.
session bill. The [Token-less user manual](https://agentic-os.sh/docs/user-guide/token-saving/tokenless/user-manual/)
explains how to estimate the effect for a given workload.

<p align="center"><strong>03 · EXECUTION RUNTIME</strong></p>

<h3 align="center">Give every Agent execution a boundary and a way back</h3>

ANOLISA is building out the Agent execution environment:
[Agent Sec Core](src/agent-sec-core/README.md) isolates risky operations, and
[ws-ckpt](src/ws-ckpt/README.md) keeps recovery points for workspace changes.
[Agent Sec Core](https://agentic-os.sh/docs/user-guide/agent-security/agent-sec-core/quickstart/)
isolates risky operations, and
[ws-ckpt](https://agentic-os.sh/docs/user-guide/runtime/ws-ckpt/) keeps recovery
points for workspace changes.

### Catch a changed Skill before it runs

When a signed Skill changes, the Agent reports `drifted` before using it again.
A rescan records blocking findings as `deny`.

[Try the Agent demo →](https://agentic-os.sh/docs/user-guide/agent-security/agent-sec-core/qoder-skill-ledger-demo/)
· [Skill Ledger guide](https://agentic-os.sh/docs/user-guide/agent-security/agent-sec-core/skill-ledger/)

<table align="center" cellpadding="0" cellspacing="0">
<tr>
<td>
<video
controls
muted
preload="metadata"
src="https://github.com/user-attachments/assets/aad6e296-7c5a-4a81-be2e-ea4f49e43637"
></video>
</td>
</tr>
</table>

[Start with ANOLISA CLI →](docs/user-guide/en/user-entrypoint/anolisa-cli.md)
[Choose a runtime or security starting point →](https://agentic-os.sh/docs/quickstart/)
· [Start with ANOLISA CLI](https://agentic-os.sh/docs/user-guide/user-entrypoint/anolisa-cli/)

## Install

Expand All @@ -159,16 +230,16 @@ anolisa install tokenless
Run `cosh` to enter the AI-native terminal. Token-less can also optimize tool
calls from an existing Agent without changing its framework.

[Read the Quick Start →](docs/QUICKSTART.md)
[Read the Quick Start →](https://agentic-os.sh/docs/quickstart/)

## Documentation

[Quick Start](docs/QUICKSTART.md) ·
[Installation](docs/user-guide/en/installation.md) ·
[User Guide](docs/user-guide/en/README.md) ·
[Troubleshooting](docs/user-guide/en/troubleshooting.md) ·
[Build from Source](docs/BUILDING.md) ·
[Changelog](CHANGELOG.md)
[Quick Start](https://agentic-os.sh/docs/quickstart/) ·
[Installation](https://agentic-os.sh/docs/user-guide/installation/) ·
[User Guide](https://agentic-os.sh/docs/user-guide/) ·
[Troubleshooting](https://agentic-os.sh/docs/user-guide/troubleshooting/) ·
[Build from Source](https://agentic-os.sh/docs/building/) ·
[Changelog](https://agentic-os.sh/changelog/)

## Community

Expand All @@ -182,9 +253,12 @@ Scan with DingTalk to join the ANOLISA community.

- [Open an issue](https://github.com/alibaba/anolisa/issues) for bugs and
feature requests.
- Read [CONTRIBUTING.md](CONTRIBUTING.md) before submitting a pull request.
- Report vulnerabilities through the [Security Policy](SECURITY.md).
- Read [CONTRIBUTING.md](https://github.com/alibaba/anolisa/blob/main/CONTRIBUTING.md)
before submitting a pull request.
- Report vulnerabilities through the
[Security Policy](https://github.com/alibaba/anolisa/blob/main/SECURITY.md).

## License

ANOLISA is released under the [Apache License 2.0](LICENSE).
ANOLISA is released under the
[Apache License 2.0](https://github.com/alibaba/anolisa/blob/main/LICENSE).
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