# Learn Prompting (@learnprompting) on youtube

- id: koinon:creator:youtube_learnprompting
- url: https://koinonlink.com/kol/youtube/learnprompting
- schema_version: 1.3

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

## Reach
- followers: 3180
- posts_observed: 44
- verified: false
- size_tier: nano

## 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: 0.9
- category_source: derived_from_recent_content
- topics: Prompt Engineering, AI Jailbreaking, AI Red Teaming & Security, AI Hacking Techniques, Generative AI Interaction
- bio: Learn Prompting is your go-to resource for mastering Generative AI. We are creators of: - The free Learn Prompting Guide, cited ...

## Audience (inferred)
- status: present
- description: Generative AI enthusiasts and learners focused on prompt engineering, jailbreaking, and AI security/red teaming
- roles: general_ai
- seniority: learner
- pain_points: Struggling to keep up with rapidly changing prompt engineering best practices, Figuring out effective ways to interact with or 'hack' AI models, Understanding risks and defenses around AI jailbreaking, Exploring entry points into AI red teaming or security careers
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 38
- authenticity_basis: profile_shape_only
- credibility_score: 38
- flagged_for_review: false
- koinon_bd_grade: C — 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_learnprompting#1700f43c] Prompt Engineering in 2025 (https://www.youtube.com/@learnprompting)
- [youtube_learnprompting#5e746eb9] @DougDoug uses Binary code to Prompt Hack!
- [youtube_learnprompting#a246094d] AI Roasts @DougDoug
- [youtube_learnprompting#05fa2288] @DougDoug Hacks AI DougDoug
- [youtube_learnprompting#aa45298b] Is there a solution to Jailbreaking?
- [youtube_learnprompting#f4fad258] How should we talk to AI?
- [youtube_learnprompting#7ab9e6ec] I Won the World's Biggest AI Hackathon! Here's How!
- [youtube_learnprompting#11a05dfd] AI Red Teaming - Your Next Big Career Opportunity #aisecurity #redteaming #ai

## 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=22, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=22, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=22, 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=2, 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=2, 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=2, method=platform_profile

## Freshness
- profile_checked_days_ago: 2
- content_analysed_days_ago: 0
- audience_updated_days_ago: 22

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