# Luke J Byrne (AI Luke) (@ai-luke) on youtube

- id: koinon:creator:youtube_ai-luke
- url: https://koinonlink.com/kol/youtube/ai-luke
- schema_version: 1.3

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

## Reach
- followers: 114000
- posts_observed: 63
- verified: false
- size_tier: kol

## 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: Claude vs ChatGPT vs Codex coding comparisons, AI agent workflows and automations, Prompt engineering and tool reviews, AI for content/video generation, Cost and performance benchmarks of AI models
- bio: I help AI users become builders and operators (so they can build, ship, and run real products). [contact removed].

## Audience (inferred)
- status: present
- description: Solo operators and indie developers using AI to build and ship apps
- roles: dev, general_ai
- seniority: practitioner
- pain_points: Picking the right AI model for coding vs design vs debugging tasks, AI hallucinations breaking code or giving wrong answers, High API costs when building real products, Time spent on repetitive tasks like content creation and prompt tweaking as a one-person team
- posts_analysed: 47
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 1
- open_to_collaboration: true
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- 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_ai-luke#3f6b44c9] Two Claude Codes. Same Login. Different Access. (https://www.youtube.com/@ai-luke)
- [youtube_ai-luke#62279d7c] Claude has watermarks now. Here’s how it works.
- [youtube_ai-luke#89f1b8ce] Build a WhatsApp Agent in 2 mins with ElevenLabs AI #voiceai #aiagents
- [youtube_ai-luke#597c9ea0] My Vibe-Coded SaaS Had a $10,000 Security Problem
- [youtube_ai-luke#1a029150] Unboxing my 100k Silver Play Button #youtubeshorts #ai
- [youtube_ai-luke#0161e387] Build a full website by describing your business
- [youtube_ai-luke#6ccef930] Claude is controlling my computer (doing my actual work) #ai #claude
- [youtube_ai-luke#25cc3035] This AI Makes My Social Media Posts for Me #SintraAI

## 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=1, 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=1, 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=1, method=platform_profile

## Freshness
- profile_checked_days_ago: 1
- 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_ai-luke
- Request removal: https://koinonlink.com/claim?k=youtube_ai-luke
- Terms: https://koinonlink.com/for-ai