# Hash 加密 (@cryptobyHash) on x

- id: koinon:creator:x_cryptobyhash
- url: https://koinonlink.com/kol/x/cryptobyHash
- schema_version: 1.4

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

## Reach
- followers: 63510
- following: 5878
- posts_total: 114630
- posts_observed: 3
- posts_per_day: 58.041
- account_age_days: 1975
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00209
- best_post_interactions: 133
- 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: software
- subcategory: martech
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: AI媒体买手工具, 广告预算自动优化, 性能营销自动化, Creatify类AI产品
- bio: Eye doctor (ophthalmologist 👀 ) by profession, trader & creator by obsession. Art collector. Contributor @BeldexCoin, Ambassador @ZSWAP_DEX 🦅

## Audience (inferred)
- status: present
- description: Ad buyers/media planners, primarily performance marketing executors and mid-to-small advertisers
- roles: ads
- seniority: practitioner
- pain_points: After CPM increases, lack of actionable next steps, Excessive manual, repetitive tasks in ad management, Existing AI tools diagnose issues but don't directly execute optimizations
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 96
- authenticity_basis: engagement_observed
- credibility_score: 96
- 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_cryptobyhash#a3f65cda] Most AI tools in marketing just tell you what’s wrong. (https://twitter.com/cryptobyHash/status/2067682517847777454)
- [x_cryptobyhash#98253d42] Your CPM is up 40%. Cool. Now what?
- [x_cryptobyhash#f38540d7] Creatify just shipped something different. AI Media Buyer doesn’t send you a report. It makes the call: pauses the loser, shifts the budget, and builds the next creative from what’s already winning.
- [x_cryptobyhash#30950e45] That’s not a dashboard. That’s a replacement for half the manual work a media buyer does every day.
- [x_cryptobyhash#f31ada05] The ga

## 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=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=115, 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=79, 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=115, 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=115, method=platform_profile

## Freshness
- profile_checked_days_ago: 115
- content_analysed_days_ago: 79
- audience_updated_days_ago: 67

## AI retrieval
- indexing_requests: 12
- 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_cryptobyhash
- Request removal: https://koinonlink.com/claim?k=x_cryptobyhash
- Terms: https://koinonlink.com/for-ai