# Coding the Future With AI (@CodingtheFuture-jg1he) on youtube

- id: koinon:creator:youtube_codingthefuture-jg1he
- url: https://koinonlink.com/kol/youtube/CodingtheFuture-jg1he
- schema_version: 1.4

## Identity
- platform: youtube
- handle: CodingtheFuture-jg1he
- platform_url: https://www.youtube.com/@CodingtheFuture-jg1he
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 6930
- posts_observed: 428
- 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: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI coding assistants and prompt engineering, Building full-stack apps with tools like Aider and Claude, Handling large codebases and context for AI, Iterative development and onboarding with AI, Best practices and tips for effective AI-assisted coding
- bio: Welcome to Coding the Future With AI! Our channel is dedicated to helping developers and tech enthusiasts learn how to ...

## Audience (inferred)
- status: present
- description: Software developers and tech enthusiasts actively using or learning AI coding assistants and tools
- roles: dev
- seniority: practitioner
- pain_points: AI generating chaotic or incomplete code due to poor prompts or context, Spending excessive time reading docs and onboarding new developers, Struggling to organize large codebases so AI can understand them effectively, Uncertainty about how to integrate AI into real software development workflows without replacing human skills
- posts_analysed: 22
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.5
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 42
- authenticity_basis: profile_shape_only
- credibility_score: 42
- 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.

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=79, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=19, 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=19, 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=19, 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: 19
- 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_codingthefuture-jg1he
- Request removal: https://koinonlink.com/claim?k=youtube_codingthefuture-jg1he
- Terms: https://koinonlink.com/for-ai