# Building in Public (@JesusBuildsinPublic) on youtube

- id: koinon:creator:youtube_jesusbuildsinpublic
- url: https://koinonlink.com/kol/youtube/JesusBuildsinPublic
- schema_version: 1.4

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

## Reach
- followers: 1140
- posts_observed: 272
- 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: AI model comparisons (Gemini, Claude), Building and managing AI agents, AI-assisted coding workflows, Latest AI tools and agent platforms, Real-time building in public with AI
- bio: Welcome to Building in Public: the AI frontier, lived in real time. This is where I review the latest AI agents, models, and tools the ...

## Audience (inferred)
- status: present
- description: AI builders and developers actively experimenting with agents, models, and coding tools
- roles: automation
- seniority: practitioner
- pain_points: Keeping up with rapid changes in model pricing and performance, Choosing the right AI model or agent for coding and automation tasks, Integrating and managing multiple AI agents effectively, Finding practical, up-to-date workflows for building with AI
- posts_analysed: 9
- 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: 32
- authenticity_basis: profile_shape_only
- credibility_score: 32
- 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=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=18, 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=18, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=54, 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=18, 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=54, 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=54, method=platform_profile

## Freshness
- profile_checked_days_ago: 54
- content_analysed_days_ago: 18
- audience_updated_days_ago: 78

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