# koki (@kokisanai) on x

- id: koinon:creator:x_kokisanai
- url: https://koinonlink.com/kol/x/kokisanai
- schema_version: 1.4

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

## Reach
- followers: 2684
- following: 239
- posts_total: 210
- posts_observed: 23
- posts_per_day: 1.066
- account_age_days: 197
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00931
- best_post_interactions: 25
- 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 startup strategy, Product vision and positioning, Accessing elite founder networks and mentorship, Agent-driven development and AI tooling
- bio: Anti-distill skill builder (2300+stars), Social Coding Initiator
@OpenDesignHQ Growth
Ex-Big4 AI consulting Next stop: @stanford
https://t.co/wyAWIsCI3y

## Audience (inferred)
- status: present
- description: AI startup founders and early-stage builders, especially those targeting YC or building in the AI space
- roles: automation
- seniority: practitioner
- pain_points: Struggling to build a compelling product vision that stands out in a crowded AI market, Finding it hard to articulate their startup's unique value to investors, Lacking access to high-level mentorship or direct feedback from top-tier VCs like Garry Tan
- posts_analysed: 6
- 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: 61
- authenticity_basis: engagement_observed
- credibility_score: 61
- 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_kokisanai#abb08082] 硅星人这是指着Genspark鼻子骂啊 https://t.co/HxLsbTuscn (https://twitter.com/kokisanai/status/2066809354339434831)
- [x_kokisanai#196a0e67] I asked my agent to write another one like this. It completely whiffed. This one is just too good.
- [x_kokisanai#f7ffca05] 用上了HeyGen最新视频播客功能，实现了和张爱玲的跨时空对谈～问了她关于《小团圆》出版的看法。就是我这口音有点台味呀 https://t.co/P93vEP19FI
- [x_kokisanai#40c50c91] “如果你愿景是拿得多，你就先输了。拿得多的人会被愿意拿得少的人打败。”
- [x_kokisanai#386b4256] 你梁叔叔来了！ https://t.co/1UYtaZNvZi
- [x_kokisanai#6ec4a5af] Yesterday, I won 20 minutes with @garrytan Garry Tan. If you're working on AI startups or thinking about YC, here are my takeaways: 1. The skill market is "solutions engineering" for agents — not writing code, but packaging expertise into reusable skills that become crons. That's

## 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=80, 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=80, 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=80, 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: 80
- audience_updated_days_ago: 20

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