# Derek Cheung | AI Agents Automation (@derekcheungsa) on youtube

- id: koinon:creator:youtube_derekcheungsa
- url: https://koinonlink.com/kol/youtube/derekcheungsa
- schema_version: 1.3

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

## Reach
- followers: 446000
- posts_observed: 814
- 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: 0.98
- category_source: derived_from_recent_content
- topics: n8n no-code automation, AI agents and video avatars, LLM releases like Llama 4 and DeepSeek, competitor monitoring automation, self-hosting deployments on Railway
- bio: Welcome to the world of AI automation - where non-coders become automation wizards! ✨ I'm passionate about making AI and ...

## Audience (inferred)
- status: present
- description: non-coders and practitioners building AI automations/agents with no-code tools like n8n
- roles: automation
- seniority: practitioner
- pain_points: deploying and self-hosting n8n without technical setup hassle, keeping up with new LLMs and finding free access, building real-time AI automations for tasks like competitor monitoring or interviews, creating functional AI agents as non-coders
- posts_analysed: 5
- confidence: 0.4

## 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: 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_derekcheungsa#be1cc0ff] The Escape Room Puzzle Revealed: 'Key in the Past'! 🗝️🕰️ #FlovaAI #AIVideoGenerator #EscapeRoom (https://www.youtube.com/@derekcheungsa)
- [youtube_derekcheungsa#af876865] Hermes Agent Bot Mode: 3 AIs Fact-Check Each Other #HermesAgent #BotMode #AIAgents #DeepResearch
- [youtube_derekcheungsa#94a137b8] I Built a Real-Time AI Video Avatar That Automates Job Interviews
- [youtube_derekcheungsa#7a408d76] AI Monitors ALL Your Competitors 24/7 (No Code Required) #ai #automation #n8n #competitoranalysis
- [youtube_derekcheungsa#cab3345d] Exciting new Llama 4 LLM and where to get it free! #llama4 #n8n #aiautomation
- [youtube_derekcheungsa#d3e8d985] DeepSeek R1
- [youtube_derekcheungsa#dd06f89d] Simple one click to deploy n8n self host on railway.app  #ai #automation #n8n

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=28, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=28, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=28, 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=0, 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=0, 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=0, method=platform_profile

## Freshness
- profile_checked_days_ago: 0
- content_analysed_days_ago: 0
- audience_updated_days_ago: 28

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