# Sheikh Mahfuz (@Mahfuz_AI) on x

- id: koinon:creator:x_mahfuz_ai
- url: https://koinonlink.com/kol/x/Mahfuz_AI
- schema_version: 1.4

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

## Reach
- followers: 5168
- following: 21
- posts_total: 8988
- posts_observed: 5
- posts_per_day: 12.466
- account_age_days: 721
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02999
- best_post_interactions: 155
- 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: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Future of AI and technology, Personal development and self-improvement, Digital privacy and surveillance, AI in everyday tools, Human behavior and health, Productivity and memory management
- bio: AI & Tech Aficionado | Sharing insights on the future of technology and artificial intelligence.

## Audience (inferred)
- status: present
- description: General tech and AI enthusiasts, mainly young adults interested in futuristic tech trends, self-improvement, and digital privacy
- roles: general_ai
- seniority: learner
- pain_points: Struggling to understand complex AI and tech trends due to oversimplified or misleading content, Feeling overwhelmed by the pace of technological change and unsure how to stay relevant, Concerned about privacy and surveillance but unsure how to protect themselves in practice, Lacking practical guidance on applying AI tools to personal or professional life
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 73
- authenticity_basis: engagement_observed
- credibility_score: 73
- 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_mahfuz_ai#7b04d585] 6 Signs You Will Never Rich: https://t.co/P2hJ7bc5BB (https://twitter.com/Mahfuz_AI)
- [x_mahfuz_ai#ceffb1fc] 8 HABITS THAT INSTANTLY MAKE YOU MORE ATTRACTIVE 1. USING VASELINE https://t.co/4MoQ0BjhVW
- [x_mahfuz_ai#f6e49cc3] Wispr went from keyboard replacement to meeting intelligence and somehow both make perfect sense. Voice AI applied correctly. @WisprFlow @TanKots #notetaker #Notetaker #tanaykothari #wisprflow
- [x_mahfuz_ai#e16965b1] Guys, after sex, these 3 simple hygiene habits that almost no one does and that make a difference in your intimate health: 1. Urinate immediately. https://t.co/VJ0hV7atQE
- [x_mahfuz_ai#2c7b618f] The Supreme Court just ruled 6-3 that police pulling your phone's location is a search. The ruling could reshape how mass surveillance is challenged. Here's what it means for your rights: 👇 https://t.co/GR3nkGkm2Z
- [x_mahfuz_ai#64c79e89] Benefits of Sex (Backed by Science) 🧵👇 1/ Sex is more than pleasure. https://t.co/2VMq5F4zlT
- [x_mahfuz_ai#546c81b0] Memory carrying across four calls into procurement is the real proof

## 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=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=109, 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=77, 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=109, 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=109, method=platform_profile

## Freshness
- profile_checked_days_ago: 109
- content_analysed_days_ago: 77
- audience_updated_days_ago: 20

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