# Logan | Career Security + AI (@loganinthefuture) on tiktok

- id: koinon:creator:tiktok_loganinthefuture
- url: https://koinonlink.com/kol/tiktok/loganinthefuture
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: loganinthefuture
- platform_url: https://www.tiktok.com/@loganinthefuture
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 31438
- following: 3450
- posts_observed: 3
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: 0.97
- category_source: derived_from_recent_content
- topics: AI CoS / chief-of-staff systems, Claude Code and local/open AI workflows, AI agent tools and setups (Buzz, Town, etc.), Career security and AI replacement fears, AI philosophy, papers and societal impact

## Audience (inferred)
- status: present
- description: AI-interested professionals and operators building personal productivity systems, especially non-engineers in strategy, ops or chief-of-staff roles
- roles: automation
- seniority: practitioner
- pain_points: Building and maintaining reliable personal AI agent/CoS systems without coding background, Keeping up with fast-changing AI tools while avoiding vendor lock-in, Managing information overload and turning reading/research into actionable insights, Navigating existential job-security concerns as AI capabilities advance
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 50
- authenticity_basis: profile_shape_only
- credibility_score: 50
- 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
- [tiktok_loganinthefuture#c0862ecc] #greenscreenvideo your LinkedIn data export (50+ files) x Claude Code can give you incredible insights into your own network, professional footprint, and visibility. (https://www.tiktok.com/@loganinthefuture)
- [tiktok_loganinthefuture#6f4e3580] original sound - loganinthefuture
- [tiktok_loganinthefuture#1483408b] Try out our new #GreenScreenVideo Creative Effect! Just update TikTok, pick a video from your camera roll, stand in front of a plain background, and make the next TikTok masterpiece.
- [tiktok_loganinthefuture#b45275a5] It is a becoming a big trend on TikTok now! Click here: greenscreenvideo
- [tiktok_loganinthefuture#eede61ca] Check out Logan - AI hype/dread/research’s video! #TikTok >
- [tiktok_loganinthefuture#46ca4e23] V3 of my CoS setup, this time with Claude Code. Built by a non-engineer. Walkthrough of a sample 24 hours. Cowork version coming soon! Repo + resources free in bio. LMK what you’re building!
- [tiktok_loganinthefuture#4be2e029] AI writing that gives me hope for critical thinking?! We gotta dig into the human

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=67, 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=67, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=86, 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=0.25, freshness_days=67, 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=86, 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=86, method=platform_profile

## Freshness
- profile_checked_days_ago: 86
- content_analysed_days_ago: 67
- audience_updated_days_ago: 67

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