We build protocols
for the AI era

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

Products

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

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

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

7AI Platforms Verified

52Protocol Verbs

40-65%Token Savings

MITOpen Source License

4ClawHub Skills

Protocol website, tools, 11-language README

Claude Code plugin: auto-detect, compress, build

Academic papers, protocol specification

4 ClawHub skills, all security-scan green

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