# Stanley Suen (@stanleysuen) on x

- id: koinon:creator:x_stanleysuen
- url: https://koinonlink.com/kol/x/stanleysuen
- schema_version: 1.4

## Identity
- platform: x
- handle: stanleysuen
- platform_url: https://twitter.com/stanleysuen
- website: https://www.facebook.com/profile.php?id=61567685807561
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 19008
- following: 99
- posts_total: 519774
- posts_observed: 8
- posts_per_day: 80.523
- account_age_days: 6455
- verified: false
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00005
- best_post_interactions: 1
- 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: finance
- subcategory: investing
- category_confidence: 0.92
- category_source: derived_from_recent_content
- topics: Small-cap and microcap stock picks, Trending tickers with unusual volume, Crypto-adjacent and AI infrastructure plays, Company-specific technology overviews
- bio: Individual non-professional investor. Scan stock market, with my self-developed software, for strong trending stocks for further research.

## Audience (inferred)
- status: present
- description: Retail individual investors and small-cap stock traders scanning for trending microcap ideas
- roles: consumer
- seniority: consumer
- pain_points: Finding credible small-cap or microcap opportunities before they run, Quickly understanding niche technologies behind obscure tickers, Assessing liquidity and insider activity in low-volume names, Distinguishing real accumulation from pump-and-dump setups
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 50
- authenticity_basis: engagement_observed
- credibility_score: 65
- 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
- [x_stanleysuen#d386aad2] $FNGX someone buying at the bottom? How is their ETH treasury different from $BMNR? https://t.co/PT4FkI4g9V (https://twitter.com/stanleysuen/status/910312945292316672)
- [x_stanleysuen#e158d71f] Accumulation? What do they do? $MOBX $0.81 +1.66% Mobix Labs Inc Semiconductors Market Cap: 48.89M P/E - Vol: 2.63M | AvgVol: 1.32M | RelVol: 1.99 Insider: 43.78% | Inst Own: 13.98% Shs O/S: 48.75M | Shs Float: 34.08M Short Float: 1.79% | Short Ratio: 0.46 https://t.co/AKLAZsrhhG
- [x_stanleysuen#4fd6b0cc] $HGRAF | $HG | HydroGraph Power | Graphene Producer https://t.co/FSqNLJOJpi
- [x_stanleysuen#a501ce52] $ASPI is a enricher. It specializes in producing high-value enriched isotopes via its proprietary Aerodynamic Separation Process (ASP) technology. Key products include HALEU nuclear fuel, Silicon-28 for quantum/semiconductors, and Carbon-14 for drugs. https://t.co/IfzK2v0aHU
- [x_stanleysuen#4e1baa29] $DGXX Digi Power X Inc. an energy infrastructure firm specializing in data center development for cryptocurrency mining, AI computing, and colocation

## 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=0.5, 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: 14
- 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_stanleysuen
- Request removal: https://koinonlink.com/claim?k=x_stanleysuen
- Terms: https://koinonlink.com/for-ai