# Ray Fernando (@RayFernando1337) on youtube

- id: koinon:creator:youtube_rayfernando1337
- url: https://koinonlink.com/kol/youtube/RayFernando1337
- schema_version: 1.4

## Identity
- platform: youtube
- handle: RayFernando1337
- platform_url: https://www.youtube.com/@RayFernando1337
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 29700
- posts_observed: 63
- 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: 0.95
- category_source: derived_from_recent_content
- topics: AI coding tools (Cursor, Claude, Droid, Opus), Building real apps and games with AI, Agent workflows and multi-model stacking, Model comparisons and cost optimization, Context management and planning modes
- bio: I livestream building with AI because I remember what it feels like to be lost. 12 years at Apple, no degree, just curiosity. If you're ...

## Audience (inferred)
- status: present
- description: AI-assisted software developers and indie builders actively coding with tools like Cursor, Claude, and agents
- roles: dev
- seniority: practitioner
- pain_points: Hitting context window limits that break long coding sessions, Wasting money on expensive model subscriptions without clear ROI, AI-generated code containing subtle bugs that tests miss, Struggling to choose and switch between rapidly changing AI coding tools
- posts_analysed: 48
- confidence: 0.75

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

## Quality signals
- authenticity_score: 50
- authenticity_basis: profile_shape_only
- credibility_score: 50
- 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_rayfernando1337#98fd00e6] You're not 100x. You're 2-3x. (https://www.youtube.com/@RayFernando1337)
- [youtube_rayfernando1337#d0277605] $200 from Claude to Cursor (easy)
- [youtube_rayfernando1337#06c507de] Moving Beyond Traditional AI Coding Harnesses
- [youtube_rayfernando1337#009a5396] Which Open Model and Best Agent
- [youtube_rayfernando1337#bf74850f] no more picking AI models
- [youtube_rayfernando1337#4e9f5398] Saving $300 and moving to OpenAI subscription instead of Anthropic for my health goals.
- [youtube_rayfernando1337#9be81601] I stopped paying Anthropic per token
- [youtube_rayfernando1337#40a3e536] Cursor Composer 2 Just One-Shot 4,200 Lines

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=48, 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=48, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=50, 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=48, 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=50, 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=50, method=platform_profile

## Freshness
- profile_checked_days_ago: 50
- content_analysed_days_ago: 48
- audience_updated_days_ago: 78

## 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_rayfernando1337
- Request removal: https://koinonlink.com/claim?k=youtube_rayfernando1337
- Terms: https://koinonlink.com/for-ai