# Bree · Tech & AI (@bytesofbree) on tiktok

- id: koinon:creator:tiktok_bytesofbree
- url: https://koinonlink.com/kol/tiktok/bytesofbree
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: bytesofbree
- platform_url: https://www.tiktok.com/@bytesofbree
- country: United States
- entity_type: creator
- person_id: koinon:person:youtube_bytesofbree

## Reach
- followers: 18141
- following: 310
- posts_observed: 29
- 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: 0.95
- category_source: derived_from_recent_content
- topics: Claude AI skills and orchestrators, Advanced AI workflows for content creation, ADHD-friendly AI setups, Building custom AI systems beyond basic chat, Career transitions into tech and developer advocacy

## Audience (inferred)
- status: present
- description: Content creators and tech professionals using Claude AI to build custom workflows, skills, and orchestrators, often multipassionate or ADHD
- roles: automation
- seniority: practitioner
- pain_points: Claude skills and setups becoming messy and hard to maintain, Getting generic or unhelpful AI outputs instead of structured results, Spending too much time on repetitive content editing and task management, Standard AI tools not fitting non-linear or ADHD thinking patterns
- posts_analysed: 40
- confidence: 0.75

## 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: 47
- authenticity_basis: profile_shape_only
- credibility_score: 47
- 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_bytesofbree#4f04a19b] I think it’s time for a little reintroduction! My name is Bree, and I’m here to help you engineer a career to fund a life you love. I’m a multipassionate content creator on a mission to be your new favorite lifestyle dev. Coding is a passion, and I use it to fund the other parts  (https://www.tiktok.com/@bytesofbree)

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=3, 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=0, 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=3, 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=3, method=platform_profile

## Freshness
- profile_checked_days_ago: 3
- content_analysed_days_ago: 0
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 1
- 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_bytesofbree
- Request removal: https://koinonlink.com/claim?k=tiktok_bytesofbree
- Terms: https://koinonlink.com/for-ai