# Tweak Library (@TweakLibrary) on youtube

- id: koinon:creator:youtube_tweaklibrary
- url: https://koinonlink.com/kol/youtube/TweakLibrary
- schema_version: 1.3

## Identity
- platform: youtube
- handle: TweakLibrary
- platform_url: https://www.youtube.com/@TweakLibrary
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 83900
- posts_observed: 2
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: iPhone隐私与隐藏设置, Windows快捷技巧与AI功能, 免费AI工具推荐与使用方法, Google AI产品更新（Gemini、Photos、Maps）, 提示词技巧与AI生产力
- bio: Welcome to Tweak Library – your destination for the latest tech updates, AI tools, software reviews, and smart tech tips. We help ...

## Audience (inferred)
- status: present
- description: Regular consumers and students who primarily use iPhone, Windows, and Google services, and enjoy free AI tools, device tips, and privacy settings
- roles: consumer, general_ai
- seniority: consumer
- pain_points: Devices slow down over time, and they don’t know simple ways to optimize performance, Worried about being tracked and their data being used to train AI, Want to use AI but don’t know which free tools are good or how to write effective prompts, Too many features on devices make it easy to miss useful hidden settings
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 56
- authenticity_basis: profile_shape_only
- credibility_score: 56
- flagged_for_review: false
- koinon_bd_grade: B — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [youtube_tweaklibrary#bf146102] How to Remove Anything from Video for FREE (New AI Tool 2026) (https://www.youtube.com/@TweakLibrary)
- [youtube_tweaklibrary#ff775d0f] I Tried ChatGPT’s Secret Creative Codes (Mind-Blowing!)
- [youtube_tweaklibrary#f7b57f12] One Secret Website for ALL Trending AI Prompts!
- [youtube_tweaklibrary#fd6e1800] Phone Storage Full? Fix These Android Settings to Clear Junk & Free Up Storage
- [youtube_tweaklibrary#e2de15f1] Google Pixel 11 Is Finally Here! | Everything Google Announced at Made by Google 2026
- [youtube_tweaklibrary#e9fdf204] Stop Designing Slides! Use This AI Presentation Tool
- [youtube_tweaklibrary#908dd846] Stop Paying for Photoshop! Use This FREE Photo Editor Instead
- [youtube_tweaklibrary#54675095] Google Flow AI: Turn Any Room Into a Professional Studio

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=35, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=35, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=35, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=33, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=0, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=33, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=33, method=platform_profile

## Freshness
- profile_checked_days_ago: 33
- content_analysed_days_ago: 0
- audience_updated_days_ago: 35

## AI retrieval
- indexing_requests: 1
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=youtube_tweaklibrary
- Request removal: https://koinonlink.com/claim?k=youtube_tweaklibrary
- Terms: https://koinonlink.com/for-ai