# Kyle Vamvouris (@kylevamvouris) on tiktok

- id: koinon:creator:tiktok_kylevamvouris
- url: https://koinonlink.com/kol/tiktok/kylevamvouris
- schema_version: 1.4

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

## Reach
- followers: 3246
- following: 42
- posts_observed: 2
- 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: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Building AI agents and loops, LLM memory, tokens and architecture, AI workflow automation, Evaluating new models like Claude and Grok, Future of AI replacing jobs and interfaces
- bio: I help companies adopt AI agents | Founder

## Audience (inferred)
- status: present
- description: Founders, tech practitioners and automation specialists building or adopting AI agents and workflows in companies
- roles: automation
- seniority: practitioner
- pain_points: Confusion around AI loops, memory and token mechanics, Difficulty turning manual tasks into reliable autonomous AI systems, Rapid model releases making it hard to choose and integrate the right tools, Risk of losing critical thinking by over-relying on AI
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 38
- authenticity_basis: profile_shape_only
- credibility_score: 38
- 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_kylevamvouris#27e0b5f8] If more people understood how AI actually worked. They would get a lot more value out of it. (https://www.tiktok.com/@kylevamvouris)
- [tiktok_kylevamvouris#f14dba47] original sound - kylevamvouris
- [tiktok_kylevamvouris#95e0a052] Check out Kyle Vamvouris’s video! #TikTok >
- [tiktok_kylevamvouris#f9797442] Ai is a powerful tool but I think it’s causing a lot of people to go off the deep end.
- [tiktok_kylevamvouris#80f2c535] Replying to @Hey, I'm Sam! 🪩📚👻  Imagine you’re the CPO of Figma and one of your board members decides to leave the board to drop Claude design, a competing product. Brutal…
- [tiktok_kylevamvouris#d0b5a181] The shark tank episode came out right before the ChatGPT moment. Crazy how fast things changed.
- [tiktok_kylevamvouris#c1e22b32] Critical thinking is an important part of being human and I get worried about being dependent on AI.
- [tiktok_kylevamvouris#db2bea0c] The scale of the AI buildout is truly hard to wrap your mind around.

## 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=57, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=57, 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=57, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=75, 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=57, 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=75, 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=75, method=platform_profile

## Freshness
- profile_checked_days_ago: 75
- content_analysed_days_ago: 57
- audience_updated_days_ago: 57

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