# Shaly ✦ (@ShalyX_04) on x

- id: koinon:creator:x_shalyx_04
- url: https://koinonlink.com/kol/x/ShalyX_04
- schema_version: 1.4

## Identity
- platform: x
- handle: ShalyX_04
- platform_url: https://twitter.com/ShalyX_04
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2169
- following: 1795
- posts_total: 16500
- posts_observed: 5
- posts_per_day: 14.719
- account_age_days: 1121
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00231
- best_post_interactions: 5
- 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: gaming
- subcategory: igaming
- category_confidence: 0.7
- category_source: derived_from_recent_content
- topics: AI agents in crypto, Stablecoin adoption, Web3 developer challenges, DeFi security risks, Crypto social dynamics
- bio: Web3 Explorer ✦ Builder  ✦ Contributor

## Audience (inferred)
- status: present
- description: Web3 builders, crypto enthusiasts, and early-stage blockchain developers interested in practical applications of AI and stablecoins
- roles: dev
- seniority: practitioner
- pain_points: Struggling to build trust in AI agents handling real money due to unpredictable behavior, Finding it hard to bridge the gap between crypto-native tools and mainstream financial use cases, Frustrated by the lack of reliable, real-world testing environments for AI-driven DeFi agents
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.2
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 51
- authenticity_basis: engagement_observed
- credibility_score: 51
- 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_shalyx_04#584c96bb] Consumer finance gets interesting when stablecoins stop feeling like “crypto” and start behaving like everyday money. I'll be joining this @arc Builder Spotlight tomorrow, 3:00 PM WAT to see how @PulsarMoneyApp approaches multi-currency balances, payments and product UX on Arc. w (https://twitter.com/ShalyX_04/status/2020630359390535899)
- [x_shalyx_04#7dc73f19] It's a brand new week have a good one frens 🫶 https://t.co/OQLCUmC72s
- [x_shalyx_04#e8ee670a] Get lost jor 😂😂💔 https://t.co/SwuiX5YHfB
- [x_shalyx_04#f4d8d210] https://t.co/2lookSeQeJ
- [x_shalyx_04#ef99bb49] “My uncle has been diagnosed with tetanus infection” that one reply was enough to make an AI agent send its entire $450,000 memecoin stash to a random user on X 😲🤯 @McOso_ explains when agent autonomy becomes a security risk, and why ERC-7710 guardrails matters in this clip fro
- [x_shalyx_04#27176eb5] tuffff 💔 https://t.co/JApEqqgAi5
- [x_shalyx_04#e82f2284] top of the morning frens 🫶 have a great day ahead https://t

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, 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=110, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 80
- audience_updated_days_ago: 21

## 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_shalyx_04
- Request removal: https://koinonlink.com/claim?k=x_shalyx_04
- Terms: https://koinonlink.com/for-ai