# Discover AI (@code4AI) on youtube

- id: koinon:creator:youtube_code4ai
- url: https://koinonlink.com/kol/youtube/code4AI
- schema_version: 1.4

## Identity
- platform: youtube
- handle: code4AI
- platform_url: https://www.youtube.com/@code4AI
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 90400
- posts_observed: 36
- 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: 0.95
- category_source: derived_from_recent_content
- topics: LLM model testing and comparisons, AI Agents and multi-agent systems, QLoRA and fine-tuning techniques, Local LLM deployment and quantization, New model releases and capabilities
- bio: Let's explore the true scientific frontiers of AI. Focusing on the groundbreaking work being done by researchers and innovators ...

## Audience (inferred)
- status: present
- description: AI developers and technical practitioners experimenting with LLMs, agents, fine-tuning and local deployment
- roles: dev
- seniority: practitioner
- pain_points: Keeping up with rapid new model releases and benchmarks, Running and fine-tuning large models locally with limited hardware, Building reliable multi-agent systems and reasoning pipelines, Choosing the right quantization/fine-tuning methods for their use case
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 56
- authenticity_basis: profile_shape_only
- credibility_score: 56
- 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_code4ai#66d105d8] Inside AI: Activations /w LoRA (https://www.youtube.com/@code4AI)
- [youtube_code4ai#0bf84084] Best AI Models Today (AGI-2 TEST)
- [youtube_code4ai#12d402fa] AI Agent HARNESS EXPLAINED
- [youtube_code4ai#f0d3f034] NEW ACTIVE Data Agents #aiexplained
- [youtube_code4ai#a73cfc8a] NEW Qwen3 MAX - Performance TEST Sept 25 #qwen3
- [youtube_code4ai#95e8e3de] NEW VLM & LLM Reasoning #reasoning
- [youtube_code4ai#3084dcc8] Nano Banana Image Gen w/ Multi-Agents MAESTRO
- [youtube_code4ai#5cba4f6d] AI Reasons without Language #stanford #vision

## 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=53, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=53, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=53, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=53, 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=53, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=96, 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=53, 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=96, 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=96, method=platform_profile

## Freshness
- profile_checked_days_ago: 96
- content_analysed_days_ago: 53
- audience_updated_days_ago: 53

## 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_code4ai
- Request removal: https://koinonlink.com/claim?k=youtube_code4ai
- Terms: https://koinonlink.com/for-ai