concept
active
concept:contemplative-artificial-intelligence-laukkonen-et-al-2025Contemplative Artificial Intelligence (Laukkonen et al., 2025)
The primary source paper proposing four contemplative principles for AI alignment and piloting them empirically
Neighborhood — ranked by edge-count
Thinkers (28)
thinker
- Karl FristonmentionsAuthor of the free energy principle framework; central thinker in the paper.
- Thomas Doctormentions
- Francisco VarelamentionsCo-originator of autopoiesis concept and enactivist approaches to cognition and embodied mind.
- Jakob Hohwyauthored
- Nick Bostrommentions
- Lars Sandved-Smithauthored
- Evan Hubingermentions
- NāgārjunamentionsFounder of Madhyamaka philosophy; central to the paper's interpretation of the Xeno Sutra.
- Ruben Laukkonenauthored
- ŚāntidevamentionsBuddhist philosopher; source of bodhisattva vow and ethics of infinite care.
- Adam Elwoodauthored
- Jonathan Goldauthored
- Edmundo Lopez-Solaauthored
- Fionn Inglisauthored
- Shamil Chandariaauthored
- Binder et al.mentionsAuthors showing models have privileged introspective access to their own hypothetical responses
- John DunnementionsCited extensively for mindfulness meta-awareness and contemplative science
- Stuart RussellmentionsAuthor of Human Compatible; cited for alignment challenges and control problem
- Zoran JosipovicmentionsResearcher on non-dual awareness and its neural correlates
- Bai et al. (Constitutional AI)mentionsAuthors of Constitutional AI; key prior work extended by CCAI proposal
- David Silver et al. (AlphaGo)mentionsAuthors of AlphaGo papers; cited as analogy for AI surpassing human performance through RL
- DeepSeek Team (Guo et al.)mentionsAuthors of DeepSeek-R1-Zero; cited as empirical example of emergent meta-awareness in RL
- Eleanor RoschmentionsCognitive scientist; quoted on non-dual perspective leading to compassion
- Authors of Deliberative Alignment; key prior alignment work integrated with contemplative approach
+4 more
Frameworks (6)
framework
- Contemplative AIintroducesThe paper's primary proposed framework embedding contemplative wisdom into AI alignment
- Contemplative Constitutional AIintroducesPaper's proposed adaptation of Constitutional AI incorporating contemplative wisdom charter
- Contemplative Reinforcement LearningintroducesPaper's proposed RL approach rewarding contemplative qualities in chain-of-thought reasoning
- Epistemic DepthintroducesActive inference theory of consciousness where a hyper-generative-model recursively monitors all inference layers; proposed as mechanism for contemplative wisdom in AI
- Contemplative ArchitectureintroducesPaper's proposed full-stack approach embedding contemplative principles directly into AI generative processes
- Wise World ModelintroducesThe paper's proposed internalized representation of reality grounded in contemplative insights that enables intrinsic alignment
Methods (3)
method
- Contemplative PromptingintroducesSix prompt conditions (emptiness, prior relaxation, non-duality, mindfulness, boundless care, contemplative) tested against baseline
- Comprehensive AI safety benchmark evaluating resistance to harmful prompts across hazard categories; used in Experiment 1
- Game-theoretic task used in Experiment 2 to measure cooperation and joint reward under contemplative prompting
Findings (3)
finding
- Primary empirical result of Experiment 1 showing statistically significant safety improvement from contemplative prompting
- Most contemplative prompts substantially increase cooperation in Iterated Prisoner's Dilemma d=7+introducesKey empirical result of Experiment 2 showing large effect of contemplative prompting on cooperation rates
- Baseline LLM condition in IPD replicates prior findings: agents cooperate selectively only when opponent consistently cooperatesassociated_withReplication of Fontana et al. 2025 findings in the paper's own Experiment 2 baseline condition
Questions (3)
question
- Open question raised in §8 about whether phenomenal consciousness is prerequisite for AI contemplative alignment
- To what extent can the human mind be rebuilt in artificial systems, and what aspects can and which cannot?associated_withFundamental open question about substrate-dependence of contemplative mental functions
- What new metrics are needed to evaluate whether an AI truly exhibits a wise world model?associated_withPractical research gap identified for implementing and verifying Contemplative AI approaches
Books (3)
book
- Key reference for alignment challenges and value alignment; quoted in opening of Section 2
- Core reference on AI existential risk motivating the Contemplative AI alignment approach
- Central reference paper providing framework for care-driven intelligence and boundless care implementation
Concepts (2)
concept
- Dunning-Kruger Phase in AI DevelopmentintroducesDangerous stage when AI surpasses humans in many domains but lacks wisdom or ethical maturity to use capabilities responsibly
- Physics of MeditationintroducesProposed research program to develop scientific first-principles understanding of contemplative wisdom as basis for Contemplative AI
Conceptual bridges
2-hop · via this concept's ideasWhere ideas in this concept connect to the rest of the corpus — the same concept, an analogy, or a restatement elsewhere.
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.
- Field investigating how meditation reshapes cognition, brain function, and behavior; provides empirical grounding for AI alignment proposals
- Wallace's (2009) convergence of Buddhist contemplative practice and cognitive neuroscience.
- Core intervention prompt; load-bearing because it is the mechanism whose effects are measured.
- Sub-question about extending findings from human contemplative science to non-human intelligences.
- Domain where consciousness theories are being applied to synthetic systems; part of broader context of unconventional embodiments.
- Consciousness in AI is best assessed by drawing on neuroscientific theories of consciousness.claim0.767Central methodological claim of the paper.
- Ambitious claim comparing CRL potential to AlphaGo's move 37 in game-playing
- Interpretation of the inverse relationship between CAI lift and default accessibility