# 𝕃𝟙𝕓𝕖𝕣ⓣ𝕪 𝕃𝕒𝕕☘️ (@L1bertyLad) on x

- id: koinon:creator:x_l1bertylad
- url: https://koinonlink.com/kol/x/L1bertyLad
- schema_version: 1.4

## Identity
- platform: x
- handle: L1bertyLad
- platform_url: https://twitter.com/L1bertyLad
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2555
- following: 2287
- posts_total: 17792
- posts_observed: 1
- posts_per_day: 7.964
- account_age_days: 2234
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0047
- best_post_interactions: 12
- 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: crypto
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Regulated stablecoins, Telcoin ecosystem, Ethereum token analysis, BIS reports on digital currencies, Crypto investment due diligence
- bio: Liberty~USMC ~Notre Dame ☘️Former TAN Council Member for Telcoin Association - Stake & Earn $TEL REFERAL CODE: 8450b1264eb

## Audience (inferred)
- status: present
- description: Crypto investors and blockchain enthusiasts focused on regulated stablecoins and Telcoin's ecosystem, particularly those interested in Ethereum-based token holdings and central bank digital currency (CBDC) trends
- roles: general_ai
- seniority: practitioner
- pain_points: Struggling to identify legitimate regulated crypto projects amid market noise, Finding it hard to understand complex financial reports like BIS papers on stablecoins, Lacking clear guidance on how to evaluate the real utility of token holdings
- posts_analysed: 3
- 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: 58
- authenticity_basis: engagement_observed
- credibility_score: 58
- flagged_for_review: false
- koinon_bd_grade: B — 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_l1bertylad#d9f386e5] There’s a clear pattern with ethereum:0x467bccd9d29f223bce8043b84e8c8b282827790f holders. Those who actually dig into what Telcoin is building (regulated on-chain bank accounts, eUSD, MNO rails, real utility) tend to hold tighter and keep accumulating. Casual traders who treat it (https://twitter.com/L1bertyLad/status/2070169285650010310)
- [x_l1bertylad#77459913] ethereum:0x467bccd9d29f223bce8043b84e8c8b282827790f
- [x_l1bertylad#c451ad79] I read the new BIS paper on stablecoins and dollarization. For anyone unfamiliar, BIS stands for the Bank for International Settlem

## 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=119, 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=119, 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=119, method=platform_profile

## Freshness
- profile_checked_days_ago: 119
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 13
- 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_l1bertylad
- Request removal: https://koinonlink.com/claim?k=x_l1bertylad
- Terms: https://koinonlink.com/for-ai