LLMs aren’t struggling with intelligence, they’re suffocating under too many useless tokens. Even a million-token context window can choke on long documents and multi-step agent chains.

But here’s the twist: most of those tokens are predictable grammar the model doesn’t even need.

Telegraphic Semantic Compression (TSC) cuts out the linguistic...