# CircuitCindy (@circuitcindy) on tiktok

- id: koinon:creator:tiktok_circuitcindy
- url: https://koinonlink.com/kol/tiktok/circuitcindy
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: circuitcindy
- platform_url: https://www.tiktok.com/@circuitcindy
- website: https://linktr.ee/circuit.cindy
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 40482
- following: 82
- posts_observed: 1
- 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: devtools
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Arduino and WiFi-connected device projects, 3D printing custom gadgets with Bambu Lab, cat-themed interactive toys and machines, beginner electronics tutorials and explanations, retro tech and Raspberry Pi builds
- bio: ✨ making cute & mildly useful things

💌: [contact removed]

## Audience (inferred)
- status: present
- description: DIY electronics hobbyists and makers who enjoy building cute, functional Arduino and 3D-printed gadgets, often for pets or personal fun
- roles: none
- seniority: practitioner
- pain_points: troubleshooting failed prototypes and electronics connections over long periods, figuring out beginner-friendly ways to make Arduinos communicate wirelessly, sourcing parts and building projects without easy online shopping access, wanting cute custom designs that actually work without advanced engineering background
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 52
- authenticity_basis: profile_shape_only
- credibility_score: 52
- 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_circuitcindy#0d0a70b1] Making a toy from scratch for my cat ✨ Not pictured: 1 month of work , tons and tons of troubleshooting and prototypes that didn’t work  #engineering #3dprinting #cute #DIY (https://www.tiktok.com/@circuitcindy)
- [tiktok_circuitcindy#7134c92a] original sound - circuitcindy
- [tiktok_circuitcindy#9c2cf9e9] E is for Engineering
- [tiktok_circuitcindy#1b370297] It is a becoming a big trend on TikTok now! Click here: engineering
- [tiktok_circuitcindy#0a99a5b9] Check out CircuitCindy’s video! #TikTok >
- [tiktok_circuitcindy#40fecd61] Trash can keeps evolving  #Tech #engineering #Relationship #gaming
- [tiktok_circuitcindy#2f25ad99] Thanks to all who participated in the #Tech Post Contest! Check out the winner showcase here: https://vt.tiktok.com/ZMAbjKkKA/
- [tiktok_circuitcindy#92f38d8f] A device that helps me get hugs🥰 #Tech #gamer

## 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=69, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=69, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=69, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=69, 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=69, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=70, 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=69, 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=70, 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=70, method=platform_profile

## Freshness
- profile_checked_days_ago: 70
- content_analysed_days_ago: 69
- audience_updated_days_ago: 69

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