# Leo ☄️ (@AIByLeo) on x

- id: koinon:creator:x_aibyleo
- url: https://koinonlink.com/kol/x/AIByLeo
- schema_version: 1.4

## Identity
- platform: x
- handle: AIByLeo
- platform_url: https://twitter.com/AIByLeo
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 149332
- following: 1208
- posts_total: 1973
- posts_observed: 26
- posts_per_day: 1.17
- account_age_days: 1686
- verified: false
- size_tier: kol

## 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视频/电影制作工具评测与优化, AI模型成本控制与替代方案, 用提示词快速搭建真实业务系统, AI团队/Agent替代人工, 自动化工作流落地
- bio: AI + Helping creators & brands scale with digital systems 💻 | Growth through automation & creativity 🗯️ | Let’s connect ↓

## Audience (inferred)
- status: present
- description: AI practitioners from creators, brands, and small teams focused on content production and system building using automation tools
- roles: automation
- seniority: practitioner
- pain_points: High time and compute costs from repeatedly testing AI-generated content, Massive wasted spending on premium models for simple tasks, High cost and long development cycles for manually building back-end systems like dashboards, CRM, and booking tools, Expense and complexity of hiring real teams to maintain digital systems
- posts_analysed: 5
- 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: 82
- authenticity_basis: profile_shape_only
- credibility_score: 82
- flagged_for_review: false
- koinon_bd_grade: A — 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
- [x_aibyleo#e8a2840b] The most frustrating part of AI filmmaking was the gambling. Testing @BytePlusGlobal’s @seedance 2.5 changed my rhythm: shot approval dropped from 15 rerolls to 1–2 takes (70%+ cost drop & hours saved/scene). 🚀 Live on @BytePlusGlobal @lumina_ai_aiart! API coming soon. https (https://twitter.com/AIByLeo/status/1987354828117262365)
- [x_aibyleo#2d4afa00] The failure mode isn’t the model being bad. it’s a smart model doing a dumb task for 40 minutes at premium rates. that’s where the money actually goes Not Diamon is fixing this.
- [x_aibyleo#a2632ecc] the 3-day scaffold is officially dead. real dashboards, CRMs and booking tools with the backend and data already wired. open one, prompt it into yours, deploy. https://t.co/bEy9BQQ7iN
- [x_aibyleo#878afe63] You've been paying 3x for this. @TopviewAIhq is running MiniMax H3 at a third of the going rate. Nobody was going to tell you. We just did. https://t.co/8krAiK6Byt
- [x_aibyleo#3758a984] What if your next hire wasn't a person but an AI team that never

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, 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=108, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 77
- audience_updated_days_ago: 77

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