# あきらパパのAI活用学習部屋 (@akira_papa_IT) on youtube

- id: koinon:creator:youtube_akira_papa_it
- url: https://koinonlink.com/kol/youtube/akira_papa_IT
- schema_version: 1.4

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

## Reach
- followers: 5770
- posts_observed: 1
- 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编码代理（Claude Code、Codex）, 任务自动化工具（OpenClaw）, 视频/字幕自动化（Remotion）, 第二大脑与上下文管理, AI技能保存与规划模式, 模型切换与成本控制
- bio: どうも、あきらパパです☺️ このチャンネルでは、 「AI時代に、個人が自分の可能性を広げるための実践知」を発信しています。

## Audience (inferred)
- status: present
- description: Software engineers and developers who use AI tools for daily coding and task automation
- roles: automation
- seniority: practitioner
- pain_points: Time wasted on repetitive manual copy-pasting and task execution, Context loss in AI conversations requiring repeated explanations, Excessive time spent on code reviews, formatting, and testing cycles, Uncontrollable AI-generated content or silent failures that are hard to debug
- posts_analysed: 48
- confidence: 0.75

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

## Quality signals
- authenticity_score: 41
- authenticity_basis: profile_shape_only
- credibility_score: 41
- 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_akira_papa_it#950800da] OpenClaw: Automate Your Daily Copy-Paste Tasks with AI Browsing #OpenClaw #AI #Automation (https://www.youtube.com/@akira_papa_IT)
- [youtube_akira_papa_it#db349c8c] Committing AI code without reading it is dangerous: use /review for code reviews #Codex #CodeRevi...
- [youtube_akira_papa_it#ee0d6ade] OC Shorts: Beginner vs. Pro 08/04
- [youtube_akira_papa_it#6b0bf003] Remotion | Still Typing Subtitles One by One? Automate Everything from Audio #Remotion #SubtitleA...
- [youtube_akira_papa_it#5b14fd06] Claude Code | Zero-Debug Loops: Let It Write Tests and Run Until Passed #ClaudeCode #AI #Engineer
- [youtube_akira_papa_it#f7e1381c] OpenClaw | Still Writing Minutes by Hand? Automate It in Zero Time #OpenClaw #AI #Automation
- [youtube_akira_papa_it#dff18070] Codex｜Stop repeating manual tasks → Automate everything with a single codex exec command #Codex #...
- [youtube_akira_papa_it#5efcba76] Claude Code: Zero Round-trips for Linting—Auto-format on Save with Hooks #ClaudeCode #AI #Softwar...

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=100, 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=77, 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=100, 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=100, method=platform_profile

## Freshness
- profile_checked_days_ago: 100
- content_analysed_days_ago: 77
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 6
- 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_akira_papa_it
- Request removal: https://koinonlink.com/claim?k=youtube_akira_papa_it
- Terms: https://koinonlink.com/for-ai