# Marijana (@MakiHacks) on x

- id: koinon:creator:x_makihacks
- url: https://koinonlink.com/kol/x/MakiHacks
- schema_version: 1.4

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

## Reach
- followers: 1717
- following: 603
- posts_total: 3331
- posts_observed: 1
- posts_per_day: 5.452
- account_age_days: 611
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00874
- best_post_interactions: 15
- 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: saas
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: personal branding, creative freedom, anti-corporate culture, digital identity, career reflection, authenticity in online presence
- bio: alter ego of https://t.co/byHK7jRQ5D

## Audience (inferred)
- status: present
- description: Young creatives and digital nomads, mainly early-career professionals and indie makers who value authenticity, personal expression, and anti-establishment mindset
- roles: general_ai
- seniority: practitioner
- pain_points: Struggling to gain visibility for personal opinions and creative work on mainstream platforms, Feeling trapped in conventional career paths that prioritize power and status over passion, Finding it hard to build a meaningful personal brand without compromising authenticity
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 53
- authenticity_basis: engagement_observed
- credibility_score: 53
- 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_makihacks#4707a4f0] WAGMI. https://t.co/3AF4F2fbYx (https://twitter.com/MakiHacks/status/2073517422179475883)
- [x_makihacks#17170237] it's so cool when you're driven by creation and fun instead of power. you can't compete with that.
- [x_makihacks#66ffb177] hometown wedding fit check https://t.co/rxwHwhMrgL
- [x_makihacks#fde92c0e] If you can't question it, that's a cult.
- [x_makihacks#f01bb013] You build a business in good times, and a reputation in bad ones.
- [x_makihacks#b05fea4d] My biggest mistake in life is that i didn't move to SF when i was 23.
- [x_makihacks#5eb8c09b] perfect date doesn't exi... https://t.co/iKfUfcFayo
- [x_makihacks#4971b039] X is the first platform where my opinions get more impressions than my selfies.

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