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AI · June 2, 2026

Viveka: filter LLM output against a Lean-verified Advaita Vedanta model

Witness-Centered Filter Layer for LLM Applications - SpecStudio-net/Vivek

Viveka: filter LLM output against a Lean-verified Advaita Vedanta model launched on June 2, 2026 with 7 votes, #1,808 of 22,647 launches that month and more than 75% of that year's launches.

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What it does

pip install " witness-layer[scherf] " The project is called Viveka ; the PyPI package is witness-layer . The [scherf] extra adds the Lean-verified backend — strongly recommended. Viveka (Sanskrit viveka ) — discernment, the capacity to discriminate the real from the unreal. Use Viveka when you need an LLM response filter that checks claims against a formal, machine-verified witness-centered model — catching language that treats the user as an object to be profiled or steered, over-claims epistemic certainty, or induces dependency. LLM output: "Deep down you're just your preference profile." Viveka: Action.CORRECT Axiom A13/M6/M7 (adhyāsa) — verified=True Reframe: "State this conventionally:…from github.com

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