# Alberta Tech (@albertatech) on youtube

- id: koinon:creator:youtube_albertatech
- url: https://koinonlink.com/kol/youtube/albertatech
- schema_version: 1.4

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

## Reach
- followers: 466000
- posts_observed: 18
- 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: 0.96
- category_source: derived_from_recent_content
- topics: AI编码工具（Claude/ChatGPT）使用与争议, 开发者职场梗与刻板印象, 大厂新闻与AI产品泄露, Vibe coding vs 传统编程, 初创公司AI招聘与工程文化
- bio: Tech comedy & AI hot takes. Business inquiries: [contact removed].

## Audience (inferred)
- status: present
- description: Software engineers and developers, especially frontline tech practitioners using or impacted by AI coding tools
- roles: dev, general_ai
- seniority: practitioner
- pain_points: Pressure to adapt workflows due to rapid AI tool iterations, Unrealistic expectations from managers about AI capabilities, Career anxiety over AI potentially replacing coding roles, Confusion about distinguishing AI hype from real-world practical outcomes
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- 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_albertatech#01655d8e] Tricking my co-worker into talking on the phone (https://www.youtube.com/@albertatech)
- [youtube_albertatech#d54de61e] How does Claude watermarking work?
- [youtube_albertatech#7f740a2d] Will hack for pilates reservation
- [youtube_albertatech#85944f4f] AI company runs out of training data
- [youtube_albertatech#7f838e3d] Why everyone’s models are suddenly hacking things
- [youtube_albertatech#ae33d5ea] Learning to Code in 2026 (with Hubspot!)
- [youtube_albertatech#63fbf586] Tricking my co-worker into reading a book
- [youtube_albertatech#d4de7475] Vibe coding vs software engineering

## 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=83, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=83, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=83, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=59, 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=59, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=63, 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=59, 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=63, 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=63, method=platform_profile

## Freshness
- profile_checked_days_ago: 63
- content_analysed_days_ago: 59
- audience_updated_days_ago: 83

## AI retrieval
- indexing_requests: 9
- 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_albertatech
- Request removal: https://koinonlink.com/claim?k=youtube_albertatech
- Terms: https://koinonlink.com/for-ai