RFC: Focus / Self-Discipline Mode — An Imperceptible Bridge from Algorithmic Dependency to Self-Control

[Aquarius-Situla]

Context & Motivation

TypeType's overarching mission is to give users control over the algorithm, rather than being controlled by it.

However, in reality, transitioning from being subconsciously driven by recommendation algorithms to consciously controlling one's intake does not happen overnight. In digital wellness and behavioral psychology, abrupt "cold-turkey" interventions (such as rigid site blockers that flash aggressive warnings or lock down access) frequently trigger psychological reactance and withdrawal cravings—causing users to quickly disable the tool and relapse into old habits.

Design Philosophy: "Moistening Things Silently"

There is a well-known line in traditional Chinese poetry: "Moistening things silently" (润物细无声). It describes spring rain nourishing the soil so gently that nature flourishes without making a sound.

In that same spirit, I believe a truly effective self-discipline tool should be as seamless and imperceptible as possible. Rather than creating friction, flashing red warnings, or constantly reminding users that "you are being restricted", it should quietly reshape the flow of information in the background, allowing people to regain focus and reach their goals almost without noticing.

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Current Proposed Mechanisms

1. Dual-Group Curation (Study & Entertainment)

Users leverage TypeType's existing subscription groups feature by assigning their subscriptions into:

• A Study Group (tutorials, courses, documentaries, educational lectures)
• An Entertainment Group (gaming, casual vlogs, memes)

2. Progressive Decay Algorithm (The "Soft Landing")

Instead of immediate deprivation, users configure a voluntary Transition Window (e.g., 30 to 90 days):

• Smooth, Seamless Weight Decay: The probability of entertainment items appearing in Home Recommendations and generic feeds gradually and quietly decreases over time:
  $$W_{\text{ent}}(\Delta t) = \max\left(0, 1 - \frac{\Delta t}{T}\right)$$
• Flicker-Free Deterministic Sampling: Uses deterministic 32-bit hashing on item IDs rather than non-deterministic random calls (Math.random()). This ensures page scrolling and pagination remain 100% stable without items jumping or flickering, preserving an invisible, natural browsing experience.

3. Entertainment Channel Archive Limit (Anti-Binge Safeguard)

One of the most common addiction patterns is falling into the rabbit hole of an entertainment creator's multi-year video backlog.

• Under this mode, entertainment channels display a gentle archive cutoff banner and surface uploads only from the last $N$ days (default: 7 days).
• This prevents endless binge-watching of backlogs while still letting users follow recent updates from creators they love.

4. Privacy-First & Purely Local

• Stored exclusively on the user's client device (via local state persistence).
• Search functionality remains entirely unaffected, preserving TypeType's utility as an unrestricted search and research tool.

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Open Questions & Seeking Community Input

Since I am a developer and not a psychologist or behavioral scientist, these initial ideas are just an engineering starting point. We would love to tap into the collective wisdom of the community:

1. Alternative or Better Detox Models: What behavioral or psychological approaches have worked best for you in breaking algorithmic addiction? How can we make this transition even more seamless and imperceptible? Are there better transition models than linear decay (e.g. exponential curves, habit-replacement nudges, subtle feed ratios)?
2. Scheduling vs. Gradual Decay: Would scheduled focus windows (e.g., quiet study filters during work/school hours on weekdays, relaxed on weekends) be more effective than a multi-week decay, or should both coexist?
3. Philosophy & Resonance: Does this "imperceptible bridge" concept align with how you view digital agency and algorithmic freedom in TypeType?
4. UX & Terminology: What naming feels cleanest and least intrusive in the settings interface—Focus Mode, Self-Discipline Mode, or something else?

We warmly welcome all thoughts, critiques, scientific perspectives, and personal experiences!