# The Attention Cycle (@attentioncycle) on youtube

- id: koinon:creator:youtube_attentioncycle
- url: https://koinonlink.com/kol/youtube/attentioncycle
- schema_version: 1.4

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

## Reach
- followers: 1140
- posts_observed: 4
- 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 vs Claude), Building and managing AI agents, AI-assisted coding workflows, Latest AI tools and agent reviews
- 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 practitioners and builders actively experimenting with agents, models, and coding tools
- roles: automation
- seniority: practitioner
- pain_points: Keeping up with rapid model updates, pricing changes, and capability shifts, Choosing the right AI model or agent for coding/writing tasks, Building and orchestrating multiple AI agents into working systems, Finding reliable, up-to-date comparisons and practical usage tips
- posts_analysed: 9
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- 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.

## Evidence
- [youtube_attentioncycle#eece2586] Gemini's "Cheap" Flash Model Just Got 5x More Expensive (https://www.youtube.com/@attentioncycle)
- [youtube_attentioncycle#84c6f38b] I Built An AI CEO That Manages My Other AI Agents
- [youtube_attentioncycle#b84693c1] I Was Wrong About Gemini 3.5 Flash. Here's What Changed.
- [youtube_attentioncycle#9fdef8e7] The Fastest Way I've Found To Code With AI
- [youtube_attentioncycle#017dabed] Gemini 3.5 Flash Is Already Older Than Claude. Here's Why.
- [youtube_attentioncycle#75aa3aeb] Why Hermes Is The Fastest-Moving AI Agent Right Now
- [youtube_attentioncycle#766e576c] Codex Fixed My Entire Website In 20 Minutes
- [youtube_attentioncycle#0970aeb5] Claude Is The Best AI For Writing. It's Not Even Close.

## 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=54, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=54, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=54, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=49, 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=49, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=52, 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=49, 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=52, 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=52, method=platform_profile

## Freshness
- profile_checked_days_ago: 52
- content_analysed_days_ago: 49
- audience_updated_days_ago: 54

## AI retrieval
- indexing_requests: 7
- 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_attentioncycle
- Request removal: https://koinonlink.com/claim?k=youtube_attentioncycle
- Terms: https://koinonlink.com/for-ai