AI meditation and flow state steering: 7. Gaps, and how hard we looked

Section 7 of 9 of the report "AI meditation and flow state steering" by Hiina (v1, updated 2026-10-27)
Report overview and contents: https://ai.hiina.space/reports/ai-meditation-and-flow-steering.md
Previous: https://ai.hiina.space/reports/ai-meditation-and-flow-steering/06-candidate-experiments.md
Next: https://ai.hiina.space/reports/ai-meditation-and-flow-steering/08-conclusion.md

7. Gaps, and how hard we looked

Gap	Real or just not found	Searched with
Activation-level "AI meditation" (model regulates its own state by attention, not injection)	Real, as far as 4+ wordings show; all prior contemplative-AI work is prompt-only	LLM meditation, AI meditation contemplative practice, mindfulness prompting LLM, contemplative artificial intelligence
Success-contrast steering on long-horizon coding agents with 30B+ open models	Real; published work stops at 14B and text-game or math tasks	7 wordings including success vector agent rollouts, contrastive trajectories SWE-bench, flow state activation steering
How a steered behaviour policy affects forgetting	Real; RL's Razor names off-policy RL as unstudied	Direct from the paper
Oscillation or limit cycles in a pretrained LLM's residual stream	Probably real; only dynamical-systems wordings tried, not "recurrence quantification" or "power spectrum of hidden states"	transformer neural oscillations phase coding; LLM hidden state attractor Lyapunov
Controlled test of meditate-style prompts on reasoning accuracy or hidden states	Real; only one anecdote and two self-report or safety studies	breathing prompt, mindfulness LLM anxiety, meditate prompt
Human: does breath-focus meditation increase respiration-brain coupling?	Real per a 2023 review that notes no data; our search was brief	respiration-brain coupling meditation
Human: any link between groove entrainment and flow	Not found	groove flow entrainment

Limits of this report. Several neuroscience papers sat behind bot checks and were read as abstracts or press summaries (Zelano, Brewer, Lutz, REBUS). The Claude 4 system card's bliss section could not be fetched, so its frequency figures are unverified. Thirty key citations were spot-checked against their pages; eight needed small corrections, which are applied above.

Read first

Every claim above links its source inline. The ones to read first:

Text licensed CC BY 4.0 (attribution: Hiina, ai.hiina.space). Source: https://github.com/hiinaspace/ai-hiina-space