# YQ (@yongqianme) on x

- id: koinon:creator:x_yongqianme
- url: https://koinonlink.com/kol/x/yongqianme
- schema_version: 1.4

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

## Reach
- followers: 17013
- following: 285
- posts_total: 5762
- posts_observed: 10
- posts_per_day: 0.849
- account_age_days: 6788
- verified: true
- size_tier: koc

## 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: 0.85
- category_source: derived_from_recent_content
- topics: humanoid robotics commercialization risks, founder mindset and startup restarts, robotics company valuations and investor horizons, history of trade and commerce applied to tech
- bio: 20y robotics. 3x founder (exited IIoT, AIGC, OSS in CN/US).  
Buy my books: 
https://t.co/dORhZoroas
https://t.co/ktKUvqcX4k
https://t.co/4lFZcmP2Yt

## Audience (inferred)
- status: present
- description: robotics entrepreneurs, tech founders and investors focused on humanoid robots, AI hardware and deep-tech startups
- roles: general_ai
- seniority: decision_maker
- pain_points: avoiding costly robotics builds that lack commercial proof, balancing big startup exits with new ventures, gauging how far investors will price future robotics potential, applying historical trade lessons to modern tech commerce
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 81
- authenticity_basis: profile_shape_only
- 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_yongqianme#5d256337] In humanoid robotics, the most expensive mistake is rarely one failed component. It is spending twelve months building a machine that proves nothing commercially. A good launch program reduces that risk. https://t.co/iFq2PeVMRa (https://twitter.com/yongqianme/status/2069904907445170589)
- [x_yongqianme#024fda15] “I gave up options worth tens of millions to start over as an entrepreneur.” Startup circles are fond of sentences like this. They transform what may have been a confused, hesitant, or even awkward departure into an act of sacrifice. https://t.co/ZKBNnucb1D
- [x_yongqianme#017f4cba] This will be more than the listing of a robotics company. It will be a public pricing experiment: How far into the future are investors willing to look—and how much are they willing to pay—for the next upgrade of Chinese manufacturing? https://t.co/wozbISU4Fk
- [x_yongqianme#ae8b51b2] “Those states whose political ‘mutations’ were best suited to trade and commerce thrived.” — William J. Bernstein, A Splendid Exchange: How Trade

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=117, 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=78, 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=117, 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=117, method=platform_profile

## Freshness
- profile_checked_days_ago: 117
- content_analysed_days_ago: 78
- audience_updated_days_ago: 76

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