tokenlabs

tokenlabs. Gather the scattered tokens. Spend only what the work needs.

Move your cursor to scatter them · Scroll to break them apart
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A lab for spending
tokens well

tokenlabs looks for ways to finish the same job with fewer tokens. The work comes down to three things.

  1. 01 / Measure

    Count

    We start by checking what one request really costs. You can't plug a leak you haven't found.

  2. 02 / Reduce

    Trim

    We strip out repeated instructions and context the model never uses. We stop right before the answer changes.

  3. 03 / Choose

    Route

    We match each job to the right model, cache and output length. Big models go only where they earn it.

How we cut

Same answer, smaller prompt

Removed · greetings, repetition, filler Kept · only the words that change the answer

Field notes

Questions we're working on

Same work, fewer tokens.

Every token we save goes into the next experiment.