# Pioneers of AI (@PioneersofAI) on youtube

- id: koinon:creator:youtube_pioneersofai
- url: https://koinonlink.com/kol/youtube/PioneersofAI
- schema_version: 1.4

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

## Reach
- followers: 31300
- posts_observed: 9
- 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: entertainment
- subcategory: edu_science
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: AI societal and ethical impacts, Stanford education and student AI use, Startup and Silicon Valley trends, Future of communication and relationships, AI business models and limitations
- bio: Pioneers of AI is your guide to the latest technological frontier. Each week, host Rana el Kaliouby (AI scientist, investor, author, ...

## Audience (inferred)
- status: present
- description: AI-curious tech enthusiasts, college students, and early-stage startup practitioners interested in the societal, ethical, and business implications of AI
- roles: general_ai
- seniority: practitioner
- pain_points: AI eroding critical thinking and decision-making skills, Misuse of tools like ChatGPT in education leading to shallow learning, Uncertainty around AI startup sustainability and profitability timelines, Breakdown in human communication and relationships due to AI mediation
- posts_analysed: 41
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.4
- 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_pioneersofai#865e4bdb] How a chatbot made me doubt myself #ai #mentalhealth #technology (https://www.youtube.com/@PioneersofAI)
- [youtube_pioneersofai#df2b199a] Why sarcasm breaks text (but not voice) #communication
- [youtube_pioneersofai#be8d7d5b] We're in the first 15 years of online communication #shorts
- [youtube_pioneersofai#d4070beb] AI can't judge you — and that's the problem #shorts #ai #technology
- [youtube_pioneersofai#4d811092] Why that first message to an old friend is worth sending #relationships #friendship
- [youtube_pioneersofai#4c700b98] The self-defeating way college students use ChatGPT #college #shorts #education #stanford
- [youtube_pioneersofai#e6995612] What happens when you tell ChatGPT everything #AI
- [youtube_pioneersofai#2bb53e0c] Next-gen AI has one massive problem #shorts #AI #tech

## 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=75, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=75, 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=75, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=92, 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=75, 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=92, 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=92, method=platform_profile

## Freshness
- profile_checked_days_ago: 92
- content_analysed_days_ago: 75
- audience_updated_days_ago: 75

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