# Glass Box Diaries (@glass.box.diaries) on tiktok

- id: koinon:creator:tiktok_glass.box.diaries
- url: https://koinonlink.com/kol/tiktok/glass.box.diaries
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: glass.box.diaries
- platform_url: https://www.tiktok.com/@glass.box.diaries
- website: https://glassboxdiaries.com/links
- country: United Kingdom
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 15207
- following: 20
- posts_observed: 1
- 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: lifestyle
- subcategory: pets
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Low-tech planted aquarium substrates and root feeding, Instant tank cycling with filter media, Shrimp treats and care tips, Aquarium lighting reviews and settings, Fish and shrimp stocking for nano tanks, Heater-free tank setups
- bio: 🐟 Low-Tech Planted Aquariums 🌿
🌿 Aquatic Plants 🦐 Shrimp 🐟 Fish
👇 Care Guides, Plant Index & Tutorials 👇

## Audience (inferred)
- status: present
- description: Aquarium hobbyists focused on low-tech planted tanks, shrimp, and small fish like cherry shrimp and medaka
- roles: consumer
- seniority: consumer
- pain_points: Handling ammonia spikes and tank cycling issues, Selecting suitable substrates and plants without CO2, Choosing effective low-tech lighting and equipment, Keeping shrimp healthy and preventing fry losses in temperature swings
- posts_analysed: 24
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 46
- authenticity_basis: profile_shape_only
- credibility_score: 46
- flagged_for_review: false
- koinon_bd_grade: C — 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
- [tiktok_glass.box.diaries#0c61e355] The Heavy Root Feeder Myth: What Research Actually Says! Are heavy root feeder aquarium plants really dependent on aquasoil and root tabs? In this video, I look at one of the most repeated planted aquarium myths: that Amazon swords, Cryptocoryne plants, and other rooted aquarium  (https://www.tiktok.com/@glass.box.diaries)

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

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=53, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=53, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=53, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=53, 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=53, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=62, 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=53, 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=62, 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=62, method=platform_profile

## Freshness
- profile_checked_days_ago: 62
- content_analysed_days_ago: 53
- audience_updated_days_ago: 53

## AI retrieval
- indexing_requests: 13
- 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=tiktok_glass.box.diaries
- Request removal: https://koinonlink.com/claim?k=tiktok_glass.box.diaries
- Terms: https://koinonlink.com/for-ai