# Agha Ali Raza - Youtube Channel (@aghaaliraza) on youtube

- id: koinon:creator:youtube_aghaaliraza
- url: https://koinonlink.com/kol/youtube/aghaaliraza
- schema_version: 1.4

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

## Reach
- followers: 2950
- posts_observed: 1
- 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: 0.95
- category_source: derived_from_recent_content
- topics: Generative AI and AI agents, Deepseek and model realities, AI jobs and societal effects, Prompting techniques, Uncensored models and ethics
- bio: This channel is where I share that work openly: - Full courses: Machine Learning, Speech Processing, Generative AI, and ...

## Audience (inferred)
- status: present
- description: AI students, enthusiasts and early practitioners interested in generative AI, machine learning and societal impacts of AI
- roles: general_ai
- seniority: learner
- pain_points: Keeping up with fast-moving models like Deepseek and OpenAI, Understanding practical techniques such as prompting and AI agents, Navigating ethical issues, job impacts and responsible AI use, Finding accessible in-depth courses and discussions on advanced AI topics
- posts_analysed: 11
- confidence: 0.4

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

## Quality signals
- authenticity_score: 37
- authenticity_basis: profile_shape_only
- credibility_score: 37
- 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_aghaaliraza#74d351b6] Layers of Development - Deepseek (https://www.youtube.com/@aghaaliraza)
- [youtube_aghaaliraza#ee282420] GPU Restrictions and Programming under the Radar
- [youtube_aghaaliraza#258d6b18] Deepseek: Perceptions and Realities - Part03
- [youtube_aghaaliraza#45120c2b] Deepseek: Perceptions and Realities - Part02
- [youtube_aghaaliraza#a181fc95] Deepseek: Perceptions and Realities - Part01
- [youtube_aghaaliraza#dac493c3] What are AI agents! Amna Dilawar with Dr. Agha Ali Raza on the ‎@TheNerdUnheard #AI #genai #agent
- [youtube_aghaaliraza#5c84717b] AI and Jobs: Outloud with Ammaar featuring Dr. Agha Ali Raza. #AI #ChatGPT #jobs
- [youtube_aghaaliraza#ed1be254] AI challenging our intellect: Idrees Butt with Dr. Agha Ali Raza on @twf.school

## 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=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=79, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=85, 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=85, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=87, 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=85, 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=87, 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=87, method=platform_profile

## Freshness
- profile_checked_days_ago: 87
- content_analysed_days_ago: 85
- audience_updated_days_ago: 79

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