# Tomas Garro (@cryptomas45) on x

- id: koinon:creator:x_cryptomas45
- url: https://koinonlink.com/kol/x/cryptomas45
- schema_version: 1.4

## Identity
- platform: x
- handle: cryptomas45
- platform_url: https://twitter.com/cryptomas45
- website: https://www.linkedin.com/in/tomas-garro/
- country: Argentina
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 851
- following: 1369
- posts_total: 3086
- posts_observed: 1
- posts_per_day: 0.773
- account_age_days: 3990
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00118
- 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: crypto
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Cardano/Web3 advocacy, RealFi testnets, AI-assisted development risks
- bio: 🇦🇷🇨🇭 | Cardano & Web 3 Advocate | @MidnightNtwrk Ambassador | ⚡ @STORM_Partners

## Audience (inferred)
- status: present
- description: Crypto/Web3 enthusiasts focused on Cardano and RealFi, with minor overlap in AI development discussions
- roles: none
- seniority: practitioner
- pain_points: Waiting for real-world crypto use cases to deliver on promises, AI tools accelerating development but risking bad code patterns
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.5
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 47
- authenticity_basis: engagement_observed
- credibility_score: 47
- 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_cryptomas45#f97a91d1] RealFi testnet is live! I’ve been long waiting for this one because it goes back to the original promise of crypto: real finance, real access and capital connected to real economic activity. Phase 1 lets users swap, stake and unstake test USDr. Try preprod here: https://t.co/3p42 (https://twitter.com/cryptomas45/status/2072999990008394060)
- [x_cryptomas45#c4f9249f] One thing I keep thinking about with AI-assisted development: Speed is not enough. If an AI tool helps you move faster but pushes you toward the wrong patterns, you do not have leverage, you have noise. This matters even more in new ecosystems. When builders explore @MidnightNtwr

## 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=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=67, 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=112, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 80
- audience_updated_days_ago: 67

## 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_cryptomas45
- Request removal: https://koinonlink.com/claim?k=x_cryptomas45
- Terms: https://koinonlink.com/for-ai