# techstack.design (@techstack.design) on tiktok

- id: koinon:creator:tiktok_techstack.design
- url: https://koinonlink.com/kol/tiktok/techstack.design
- schema_version: 1.2

## Identity
- platform: tiktok
- handle: techstack.design
- platform_url: https://www.tiktok.com/@techstack.design
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 102537
- following: 5
- posts_total: 135
- posts_observed: 8
- verified: false
- size_tier: kol

## 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: lifestyle
- subcategory: home_living
- category_confidence: 0.75
- category_source: derived_from_recent_content
- topics: 建筑与设计历史, 经典设计师与作品, 设计趋势与演变, 平面/产品设计案例, 视觉与品牌设计

## Audience (inferred)
- status: present
- description: design professionals and enthusiasts, primarily graphic, product, and architectural designers, as well as those interested in design history and trends
- roles: design
- seniority: practitioner
- pain_points: lack of consistent design inspiration and historical references, difficulty distinguishing truly high-quality design from fleeting trends, need to quickly grasp classic examples and the evolution of design, visual fatigue and a desire for differentiated creative inspiration
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 65
- authenticity_basis: profile_shape_only
- credibility_score: 65
- 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_techstack.design#a7982785] peter zumthor’s architecture principles #architecture #peterzumthor #design #designthinking #architect (https://www.tiktok.com/@techstack.design)
- [tiktok_techstack.design#643d74e7] on me by imdaniel
- [tiktok_techstack.design#45969894] on me
- [tiktok_techstack.design#df82841f] A is for Architecture...
- [tiktok_techstack.design#f3e8f0b3] It is a becoming a big trend on TikTok now! Click here: architecture
- [tiktok_techstack.design#09d2d1ad] Check out techstack.design’s video! #TikTok >
- [tiktok_techstack.design#4fa38ad2] #design #brandhistory #havaianas #interestingfacts #inspiration
- [tiktok_techstack.design#d7c8b156] original sound - spotifyxlyriczx_

## 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=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, 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=41, 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=41, 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=41, method=platform_profile

## Freshness
- profile_checked_days_ago: 41
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## 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_techstack.design
- Request removal: https://koinonlink.com/claim?k=tiktok_techstack.design
- Terms: https://koinonlink.com/for-ai