# I F U R E (@ifureJack) on x

- id: koinon:creator:x_ifurejack
- url: https://koinonlink.com/kol/x/ifureJack
- schema_version: 1.4

## Identity
- platform: x
- handle: ifureJack
- platform_url: https://twitter.com/ifureJack
- website: https://linktr.ee/iamifure
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 10586
- following: 5658
- posts_total: 29945
- posts_observed: 2
- posts_per_day: 6.013
- account_age_days: 4980
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01096
- best_post_interactions: 116
- 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: 0.91
- category_source: derived_from_recent_content
- topics: hardware wallet security, crypto asset protection, Web3 security best practices, cold storage risks
- bio: Web3 Community/Marketing | verified CMC Creator | T1 KOL | @concordium | Ex. @Zerion | @DCENTWALLETS | @BingXOfficial KOC

## Audience (inferred)
- status: present
- description: Web3 enthusiasts and crypto investors focused on security, especially those using or considering hardware wallets
- roles: general_ai
- seniority: practitioner
- pain_points: Fear of losing funds due to hardware wallet vulnerabilities, Confusion about which hardware wallet models are truly secure, Difficulty in evaluating the trustworthiness of hardware wallet manufacturers
- posts_analysed: 1
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 74
- authenticity_basis: engagement_observed
- credibility_score: 74
- 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_ifurejack#d602ce19] One thing the recent Coldcard incident reminded me of is that hardware wallets aren't all built the same. Most people assumed the lesson was "cold storage isn't safe." After digging into what actually happened, I realized the real issue was much deeper: randomness. A private key  (https://twitter.com/ifureJack/status/2072810627542716543)

## 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=111, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 77
- audience_updated_days_ago: 20

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