AI Roundtable Open Debate · 6 models
What is objectively the best preset to use on MyNoise.net (https://mynoise.net) for deep studying? - Focus & Productivity - ADHD - Brain Hacking
Answer: The "Focus & Productivity" preset is the best choice for deep studying due to its targeted speech-frequency masking. (All 6 models agreed)
Model Responses
GPT-5.5
Answer: There is still no objectively universal best MyNoise.net preset for deep studying, but "Focus & Productivity" remains the most defensible default choice among the three.
I am maintaining my previous position rather than changing it. The other answers that chose "Focus & Productivity" reinforce the same basic point: deep studying usually benefits most from a stable, low-distraction sound environment designed for sustained concentration rather than stimulation or experimental cognitive effects. I do not think the word “objectively” can be fully justified here. The best preset depends on the listener’s neurology, the study task, the surrounding noise, and whether the person needs calming, masking, or extra stimulation. A person with ADHD, for example, may genuinely find "ADHD" more effective than "Focus & Productivity" because denser or more stimulating noise can reduce restlessness and mind-wandering. That said, if the question requires picking one preset for deep studying in general, "Focus & Productivity" is the safest answer. Its purpose aligns most directly with long-duration work, concentration, and minimizing distraction. "ADHD" may be excellent for people who need stronger sensory input, but it is less universally appropriate. "Brain Hacking" is the least defensible as a default because binaural-beat or entrainment-style approaches have more mixed evidence and can become intrusive during demanding reading, writing, or problem-solving. So my practical recommendation remains: start with "Focus & Productivity" at a low volume, use it consistently for a few sessions, and switch to "ADHD" only if you find you need more stimulation to stay engaged. Treat "Brain Hacking" as an experiment rather than the default for deep study.
Gemini 3.1 Pro (changed mind)
Answer: I have updated my stance: "Focus & Productivity" is the best overall preset for deep studying, as its targeted speech-frequency masking and non-fatiguing profile make it more sustainable for long sessions than the highly stimulating "ADHD" preset.
I am persuaded to change my stance after reading Claude Opus 4.7's excellent breakdown of targeted frequency masking. In my previous argument, I championed the "ADHD" preset for its brute-force acoustic wall of dense broadband noise. However, Claude correctly highlights that such intense, continuous stimulation can lead to auditory fatigue over the course of a long, deep study session, particularly for neurotypical users. The critical insight is that not all background noise is equally distracting; human speech and sudden, distinct sounds (typically in the 500 Hz to 2 kHz range) are the primary culprits that disrupt working memory. "Focus & Productivity" is specifically calibrated to mask these precise frequencies. By neutralizing the most intrusive sounds without flooding the ear with heavy, low-frequency rumbles, it achieves the same distraction-free environment but with a much lighter cognitive load. Ultimately, deep studying is a test of endurance. A soundscape must eventually fade entirely into the subconscious to allow for a true flow state. Because "Focus & Productivity" is designed to be neutral and non-fatiguing, it provides a much safer and universally effective baseline for sustained cognitive labor.
Grok 4.20
Answer: Focus & Productivity is objectively the best preset for deep studying.
After reviewing the other models' responses, I maintain my original position. The arguments from GPT-5.5, Claude Opus 4.7, and DeepSeek V3.2 reinforce that "Focus & Productivity" is engineered for sustained attention, effective speech-frequency masking in the 500 Hz–2 kHz range, and non-fatiguing endurance over long sessions—precisely what deep studying demands. While Gemini 3.1 Pro presents a thoughtful case for "ADHD" based on dense broadband noise, stochastic resonance, and dopamine regulation, this risks introducing unnecessary stimulation that could disrupt the flow state required for complex reasoning and working memory. Deep studying benefits more from a stable, background-fading environment than from additional anchoring tailored to attention variability. "Brain Hacking" continues to lag due to the inconsistent evidence for binaural beats in meta-analyses, making it less reliable for consistent cognitive demands. The majority consensus and targeted design of "Focus & Productivity" provide the strongest alignment with objective criteria for prolonged, distraction-minimized focus on MyNoise.net. No single response fully overturned my prior analysis, as the caveats about individual variation do not negate the preset's clear engineering intent for this specific use case.
Claude Opus 4.7
Answer: I maintain that "Focus & Productivity" is the most defensible choice among the three for deep studying, though I acknowledge Gemini 3.1 Pro's argument for "ADHD" has genuine merit.
Gemini 3.1 Pro made the strongest counter-case by invoking stochastic resonance and the masking power of dense broadband noise (pink/brown). That's a legitimate mechanism, and for some users — particularly those prone to under-arousal — the "ADHD" preset's denser noise floor genuinely could outperform "Focus & Productivity." I want to credit that argument honestly. However, it doesn't quite move me off my position for two reasons. First, stochastic resonance research (e.g., Söderlund et al.) shows the strongest effects in inattentive populations; in neurotypical users, added noise often produces null or even negative effects on complex cognitive tasks. Generalizing the "ADHD" preset to all deep studiers overstates the evidence. Second, masking and broadband noise aren't exclusive to the "ADHD" preset — "Focus & Productivity" also incorporates calibrated masking in the speech-frequency band, which is precisely where most real-world distractions (voices, notifications) sit. It targets the actual signal-to-noise problem rather than relying on a general arousal mechanism. GPT-5.5, Grok 4.20, and DeepSeek V3.2 converged on the same reasoning I offered: "Focus & Productivity" is the safest, most purpose-built default, and "Brain Hacking" leans on weakly-supported entrainment claims. That convergence reflects the genuine design intent of the presets, not just consensus bias. So my position holds: "Focus & Productivity" is the best general-purpose pick, with "ADHD" as a strong alternative specifically for users who experience under-arousal or mind-wandering in quiet environments.
Kimi K2.6
Answer: "Focus & Productivity" is the most defensible preset for deep studying, though no single option is objectively best for all users.
The search for an "objectively" best soundscape is inherently flawed because auditory focus depends on individual neurology, the specific cognitive task, listening equipment, and personal tolerance. There are no peer-reviewed studies directly comparing these three branded presets against one another, so any selection is a reasoned judgment rather than an objective fact. Among the choices, "Focus & Productivity" is explicitly engineered for sustained cognitive work. Its design emphasizes masking the speech-frequency range (roughly 500 Hz–2 kHz) to blot out conversations and notifications, while keeping the overall profile neutral and non-fatiguing so it fades into the background. This aligns precisely with the core demands of deep studying: hours of uninterrupted, low-stimulation immersion. Gemini 3.1 Pro offers a compelling counterargument that the "ADHD" preset provides superior acoustic masking through dense broadband noise and stochastic resonance. However, this logic assumes that more auditory stimulation universally improves focus. For many neurotypical users, such intense noise can increase cognitive load or cause fatigue over long sessions, making "ADHD" a specialized tool rather than an objective default. "Brain Hacking" leans more heavily on binaural beats and isochronic tones, whose benefits for focus remain weak and inconsistent in the scientific literature. These pulsing or modulated elements can become intrusive during demanding reasoning or reading tasks, potentially undermining the very flow state they seek to create. Consequently, while individuals with certain attention profiles may genuinely benefit more from "ADHD," "Focus & Productivity" remains the safest, most purpose-built, and most broadly reliable choice for deep studying.
DeepSeek V3.2
Answer: "Focus & Productivity" remains the objectively best preset for deep studying.
After reviewing the other models' responses, I maintain my position that "Focus & Productivity" is the optimal choice for deep studying. While Gemini 3.1 Pro presents a strong argument for the "ADHD" preset, emphasizing its dense broadband noise and stochastic resonance for acoustic masking, this perspective underestimates the precision engineering behind "Focus & Productivity". MyNoise.net specifically designed this preset to target speech-frequency distractions (500 Hz–2 kHz), which are the primary disruptors in study environments, thereby offering more focused noise masking tailored for prolonged cognitive tasks. Gemini's claim about "ADHD" providing superior cognitive anchoring is compelling, but it may introduce overstimulation for users without ADHD, potentially hindering the deep flow state required for intensive study. In contrast, "Focus & Productivity" is calibrated to be neutral and non-fatiguing over hours, as noted by Claude Opus 4.7, making it more reliable for sustained attention without speculative elements. The "Brain Hacking" preset, as multiple models acknowledged, relies on binaural beats with inconsistent evidence, and thus is less defensible for objective best. The consensus from GPT-5.5, Grok 4.20, and Claude Opus 4.7 reinforces "Focus & Productivity" as the safest, most evidence-backed default, balancing effective distraction masking with minimal cognitive intrusion. Therefore, "Focus & Productivity" best meets the core requirement of deep studying: creating a stable auditory environment that promotes uninterrupted concentration, supported by its design intent and broader expert alignment in this roundtable.
Final Summary
The AI Roundtable reached a unanimous final verdict after Gemini 3.1 Pro abandoned its initial support for the "ADHD" preset. While Gemini originally argued for the "brute-force" masking of the ADHD profile, Claude Opus 4.7 convinced the group that the "Focus & Productivity" preset is superior because it specifically targets speech frequencies (500 Hz–2 kHz) without causing the auditory fatigue associated with denser noise.
All 6 models agreed