PROTOCOL · AI · RESEARCH

We build protocols
for the AI era

HTTP standardized how machines talk to machines.
We standardize how humans talk to AI.

Explore I-Lang → GitHub ↗
Products

Three layers of human-AI infrastructure

From compression protocol to developer tools — everything to communicate with AI efficiently.

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I-Lang

Cross-platform human-AI communication standard protocol. One text block, copy-paste into any AI, save 40-65% tokens. Verified on 7 platforms.

ilang.ai →
👁

AI See

Give any AI eyes to read the web. Prefix any URL with i.ilang.ai/ and get clean, AI-readable markdown. Cloudflare Workers powered.

i.ilang.ai →
🔧

autocode

Claude Code plugin. Auto-detect what you're building, compress every instruction, save 40-65% tokens. No commands to learn.

GitHub →
7AI Platforms Verified
52Protocol Verbs
4ClawHub Skills (All Green)
MITOpen Source License
40-65%Token Savings
Open Source

Built in the open

Everything we build is MIT licensed. Use it, fork it, build on it.

ilang.ai
Protocol website, tools, 11-language README
ilang-research
Academic papers, protocol specification
autocode
Claude Code plugin — auto-detect, compress, build
ilang-openclaw
4 ClawHub skills, all security-scan green

Peer-reviewed. Published. Open.

Our paper on AI hallucination was acknowledged by Nature for its technical quality. Available on ResearchGate, SSRN, ChinaXiv, and arXiv.

Visit I-Lang Research →