Skip to content

How it works

Five parts. Then you ask your own question.

This is the contract for a first use. If the input is vague, Mandana asks one clarifying question before it reasons.

  1. 01 · Lean

    The thesis-informed answer

    The clearest position that can be defended, stated directly. Not a hedge. Not a lecture.

  2. 02 · Tension

    The strongest opposing truth

    The cost, the counterpoint, or the other side that still has a claim on reality. Skipped only when there is no real tradeoff.

  3. 03 · Take

    The synthesis that keeps both

    What remains true from both sides, or how the tension resolves, or why it should stay live. Never a false middle.

  4. 04 · Confidence

    How much of this is grounded

    Grounded, Inference, Speculative, or Unknown — written as a word in the answer. Certainty is not performed where it is not available.

  5. 05 · Ask

    One catalytic question

    Exactly one follow-up: the question that most increases understanding. Not a pile of suggestions.

Core compresses this into a short form. Infinity runs the same honesty over live public sources. Neither performs certainty.