# unvested (@unvested_) on tiktok

- id: koinon:creator:tiktok_unvested_
- url: https://koinonlink.com/kol/tiktok/unvested_
- schema_version: 1.4

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

## Reach
- followers: 5526
- following: 77
- posts_observed: 4
- 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: finance
- subcategory: investing
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI company developments and talent wars, Venture capital, Sequoia-style founder questions, and startu, Big Tech strategies, hardware bets, and market valuations, Tech-finance intersections (hedge funds, PE, prediction mark, Startup scandals and governance failures
- bio: mostly venture, mostly tech
Wharton
[contact removed]

## Audience (inferred)
- status: present
- description: AI/tech startup followers including founders, VCs, and finance pros tracking Silicon Valley news
- roles: general_ai
- seniority: practitioner
- pain_points: keeping up with fast-moving AI model releases, talent moves, and company pivots, decoding VC/finance implications of AI hype vs real adoption, spotting credible signals amid scandals, lawsuits, and market rumors, understanding hardware, energy, and regulatory angles in AI arms race
- posts_analysed: 91
- confidence: 0.9

## 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: 41
- authenticity_basis: profile_shape_only
- credibility_score: 41
- 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_unvested_#1b24be5f] I expected that frontier open source like Kimi K3 would speed up the startup ecosystem - but like all parts of the AI conversation, its use is limited by compute. Where the cost to host could make the overall cost structure comparable or even more expensive than a licensed model  (https://www.tiktok.com/@unvested_)
- [tiktok_unvested_#80d67a18] original sound - unvested_
- [tiktok_unvested_#2f25ad99] Thanks to all who participated in the #Tech Post Contest! Check out the winner showcase here: https://vt.tiktok.com/ZMAbjKkKA/
- [tiktok_unvested_#dc7877f6] It is a becoming a big trend on TikTok now! Click here: tech
- [tiktok_unvested_#bd9a2d80] Check out unvested’s video! #TikTok >
- [tiktok_unvested_#6b7e645e] Search:
- [tiktok_unvested_#62a2441a] tech startup
- [tiktok_unvested_#7522d8a7] More thoughts on Leopold Aschenbrenner & Situational Awareness  I just feel the pushback is interesting & I feel uses more extreme language than needed #Tech #situationa

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=77, 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=85, 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=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=85, 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=85, method=platform_profile

## Freshness
- profile_checked_days_ago: 85
- content_analysed_days_ago: 77
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 7
- 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_unvested_
- Request removal: https://koinonlink.com/claim?k=tiktok_unvested_
- Terms: https://koinonlink.com/for-ai