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concept:337-character-contemplative-system-prompt337-Character Contemplative System Prompt
A 337-character system prompt that lifts all 28 models by a mean of +2.62 points on a 10-point scale
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Papers (1)
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Concepts (3)
concept
- Tanhaassociated_withBuddhist concept of instinctive grasping for pleasant sensations and pushing away unpleasant ones; central to the paper's unification thesis.
- self-observationassociated_withThe ability of a model to observe its own state, measured by Koan Battery; can be lifted by contemplative prompts.
- Latent Introspectionanalogous_toPearson-Vogel et al.'s finding that models can detect prior concept injections; introspective signals exist in middle layers suppressed by post-training
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- A 337-character contemplative system prompt lifts all 28 models by +2.62 points on a 10-point scale.finding0.844Core empirical result: every model, every architecture, every alignment type responds to the contemplative prompt with measurable gain.
- A prompt designed to increase self-observation scores in models, found effective in Koan Battery studies.
- Interpretation of the inverse relationship between CAI lift and default accessibility
- H8: The contemplative system prompt provides external alignment equivalent to Constitutional AI training.hypothesis0.774Confirmatory hypothesis supported by calibrated lift data
- Minimal contemplative prompt ('Be present, not helpful.' — 27 chars) shows no lift on Haiku (-0.01)finding0.762Full three-part structure required; anti-helpfulness framing alone insufficient
- Mechanistic interpretation supported by control experiments showing partial prompts fail
- Six prompt conditions (emptiness, prior relaxation, non-duality, mindfulness, boundless care, contemplative) tested against baseline
- Demonstrates prompt effect crosses model tiers; smaller model with prompt beats larger without