# Applied with AI - Sanjay Kumar (@appliedwithai) on youtube

- id: koinon:creator:youtube_appliedwithai
- url: https://koinonlink.com/kol/youtube/appliedwithai
- schema_version: 1.4

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

## Reach
- followers: 66200
- posts_observed: 309
- 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: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI Agents与Agentic AI构建, Prompt Injection防护与生产安全, RAG、LangGraph、MCP等核心技术, 泰米尔语AI学习路线与入门策略, Python数据结构在AI中的应用, AI对IT就业的影响与职业建议
- bio: I'm an Enterprise Cloud Architect and an AI Engineer. Through this channel, I aim to give back to my Tamil community by sharing ...

## Audience (inferred)
- status: present
- description: Tamil-speaking AI learners and junior developers, primarily IT professionals or career switchers from Tamil Nadu, India, and the global Tamil diaspora
- roles: learner, dev
- seniority: learner
- pain_points: Struggle to find high-quality Tamil-language AI engineering learning resources, forced to rely on English content, Find it hard to grasp production-grade concepts like Agentic AI, RAG, and Prompt Injection, Worried about AI replacing entry-level IT roles and unsure which jobs will be in demand by 2025, Want to build AI Agents using Python and open-source tools, but lack a clear, end-to-end roadmap from zero to deployment
- posts_analysed: 33
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 55
- authenticity_basis: profile_shape_only
- credibility_score: 55
- 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.

## 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=84, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=84, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=84, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=16, 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=16, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=46, 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=16, 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=46, 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=46, method=platform_profile

## Freshness
- profile_checked_days_ago: 46
- content_analysed_days_ago: 16
- audience_updated_days_ago: 84

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