# Medit - RubyCademy (@itsmedit) on youtube

- id: koinon:creator:youtube_itsmedit
- url: https://koinonlink.com/kol/youtube/itsmedit
- schema_version: 1.4

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

## Reach
- followers: 1760
- posts_observed: 1
- verified: false
- size_tier: nano

## 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: devtools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Ruby on Rails commands and tricks, ActiveRecord and console productivity, CSS styling effects and animations, Terminal and ASCII art demos, YouTube channel management and appeals
- bio: I'm building products, learning as I go, and sharing the journey. Build with LaunchKit now: https://launchkit.codes This channel is ...

## Audience (inferred)
- status: present
- description: Ruby on Rails developers and web developers seeking quick technical tips and productivity hacks
- roles: dev
- seniority: practitioner
- pain_points: Finding fast solutions for common Rails console and ActiveRecord issues, Debugging or optimizing Rails routes and migrations without wasting time, Creating engaging visual effects or terminal demos for content or learning, Dealing with YouTube channel strikes or growth challenges for faceless tech channels
- posts_analysed: 31
- confidence: 0.75

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

## Quality signals
- authenticity_score: 34
- authenticity_basis: profile_shape_only
- credibility_score: 34
- 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
- [youtube_itsmedit#a35b4ef7] Why Most SaaS Ideas Never Get Launched | Medit (https://www.youtube.com/@itsmedit)
- [youtube_itsmedit#7a3272ae] How to Create Shorts That Go Viral | Medit
- [youtube_itsmedit#a5c21cc0] Got YouTube’s Decision on My Appeal | Medit
- [youtube_itsmedit#457506cb] My Faceless YouTube Channel Got Removed
- [youtube_itsmedit#9ceac3a5] A Complete Code Statistics Report in a Single Command! #rubyonrails
- [youtube_itsmedit#b200e559] The best way to restart your rails server 🚨 #rubyonrails
- [youtube_itsmedit#e7f37416] rails db:migrate:redo #rubyonrails #activerecord
- [youtube_itsmedit#366fc923] Edit your code without leaving your rails console! #rubyonrails #programming #coding #activerecord

## 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=55, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=55, 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=55, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=55, 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=55, 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=55, 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=55, method=platform_profile

## Freshness
- profile_checked_days_ago: 55
- content_analysed_days_ago: 55
- audience_updated_days_ago: 55

## AI retrieval
- indexing_requests: 10
- 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_itsmedit
- Request removal: https://koinonlink.com/claim?k=youtube_itsmedit
- Terms: https://koinonlink.com/for-ai