Superbrain beats Claude Code with 30% lower cost and 50% fewer tokens. Model-agnostic.

Superbrain — Sat, 04 Jul 2026 21:13:50 +0000

Problem statement
The problem with current coding agents like Claude Code, Codex, and Cursor is that when you assign a task to them, they start searching, grepping, and reading your codebase blindly in the hope of finding the context they need. These coding agents are built on a fundamentally flawed abstraction.

Because they search blindly, nearly 80% of the code is boilerplate, while only 20% contains business logic. Yet these agents spend the majority of their time and tokens reading everything. As a result, almost 80% of the tokens consumed are wasted, leading to higher costs and increased hallucinations.

Solution

We invented a new architecture called TokenFold. TokenFold creates a new representation of the codebase, making context retrieval highly precise which reduces the wastage of tokens by 60-80%.

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DEV Community: Superbrain

Superbrain beats Claude Code with 30% lower cost and 50% fewer tokens. Model-agnostic.