# FUNBIRD LLC (@funbirdllc) on tiktok

- id: koinon:creator:tiktok_funbirdllc
- url: https://koinonlink.com/kol/tiktok/funbirdllc
- schema_version: 1.4

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

## Reach
- followers: 5238
- following: 1
- posts_observed: 1
- verified: false
- size_tier: nano

## 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: security
- category_confidence: 0.94
- category_source: derived_from_recent_content
- topics: Promptware and LLM kill chains, OWASP Top 10 for LLMs, AI agent hijacking and indirect prompt injection, Deepfakes and quantum threats to encryption, Secure RAG and guardrails for developers
- bio: Mktg Tips | Tech | AI | Grow Biz Online | Sites•Apps•Promo | DM GROW

## Audience (inferred)
- status: present
- description: AI developers, cybersecurity practitioners, and LLM security engineers focused on emerging threats
- roles: dev
- seniority: practitioner
- pain_points: Defending LLMs against prompt injection and Promptware attacks, Preventing sensitive data leaks and model inversion in AI systems, Securing RAG pipelines from data poisoning, Managing excessive agency and supply-chain risks in AI models
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 40
- authenticity_basis: profile_shape_only
- credibility_score: 40
- 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
- [tiktok_funbirdllc#17578b74] #toyota #carsoftiktok #cars #funbirdllc #fypシ゚viral #fypシ (https://www.tiktok.com/@funbirdllc)
- [tiktok_funbirdllc#4ebd707d] original sound - funbirdllc
- [tiktok_funbirdllc#350b01c3] Shadow of death
- [tiktok_funbirdllc#62979584] It is a becoming a big trend on TikTok now! Click here: toyota
- [tiktok_funbirdllc#c6b41f20] Check out FUNBIRD LLC’s video! #TikTok >
- [tiktok_funbirdllc#65d1b240] A motorcycle that balances itself and responds to you? Meet Yamaha’s Motoroid 🤖🏍️ This AI-powered concept bike can stand up on its own, recognize your face and gestures, and react like a living machine. With self-balancing AMCES tech and haptic feedback, Motoroid is turning the
- [tiktok_funbirdllc#accbf89f] Cybersecurity: Breaking The Kill Chain A Defensive Approach Pa

## 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=61, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=61, 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=61, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=104, 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=61, 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=104, 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=104, method=platform_profile

## Freshness
- profile_checked_days_ago: 104
- content_analysed_days_ago: 61
- audience_updated_days_ago: 61

## AI retrieval
- indexing_requests: 11
- 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_funbirdllc
- Request removal: https://koinonlink.com/claim?k=tiktok_funbirdllc
- Terms: https://koinonlink.com/for-ai