# mousepotato (@iluciddreaming) on x

- id: koinon:creator:x_iluciddreaming
- url: https://koinonlink.com/kol/x/iluciddreaming
- schema_version: 1.4

## Identity
- platform: x
- handle: iluciddreaming
- platform_url: https://twitter.com/iluciddreaming
- website: https://anotherbug.com
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 8538
- following: 323
- posts_total: 7723
- posts_observed: 4
- posts_per_day: 1.282
- account_age_days: 6026
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00094
- best_post_interactions: 8
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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 agent infrastructure, system design for AI products, technical foundations of AI startups, building scalable AI systems, monetization of AI agents, tool selection for AI developers
- bio: 🇺🇸 硅谷 Builder｜AI 产品｜独立开发｜技术管理
👨🏻‍💻 写代码，也写产品、增长和团队管理
🚀 Build | Ship | Grow
👇 咨询合作注明来意

## Audience (inferred)
- status: present
- description: Tech founders and indie hackers building AI products, focused on infrastructure and system-level design for AI agents
- roles: dev
- seniority: practitioner
- pain_points: Struggling to find the right infrastructure stack to deploy AI agents in real-world workflows, Frustrated by the lack of clear guidance on which tools form the essential 'pipes' for AI agent operations, Overwhelmed by the noise in the AI ecosystem and unable to distinguish between core infrastructure and hype, Uncertain about how to monetize AI agent systems beyond just building models
- posts_analysed: 9
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: engagement_observed
- credibility_score: 81
- 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_iluciddreaming#f5ea936c] AI Agent 时代，真正赚到系统性利润的，不是做 AI 模型的公司，而是让 Agent 能在现实世界运作的基础设施： (https://twitter.com/iluciddreaming/status/2073421827347787888)
- [x_iluciddreaming#cf6a8ded] 支付管道：Stripe / Coinbase / x402
- [x_iluciddreaming#7827da4f] 网络管道：Cloudflare
- [x_iluciddreaming#f0615b95] 商业管道：Shopify
- [x_iluciddreaming#1edebbde] 企业管道：Salesforce / Agentforce
- [x_iluciddreaming#f0d2e872] 数据管道：Palantir / Databricks
- [x_iluciddreaming#8c86fe71] 模型是燃料，管道才是收费站。

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, 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=0.5, freshness_days=79, 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: 79
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 8
- 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_iluciddreaming
- Request removal: https://koinonlink.com/claim?k=x_iluciddreaming
- Terms: https://koinonlink.com/for-ai