# AI懶人報 (@ai.lanrenbao) on threads

- id: koinon:creator:threads_ai.lanrenbao
- url: https://koinonlink.com/kol/threads/ai.lanrenbao
- schema_version: 1.4

## Identity
- platform: threads
- handle: ai.lanrenbao
- platform_url: https://www.threads.net/@ai.lanrenbao
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 33472
- posts_observed: 1
- verified: false
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02166
- best_post_interactions: 725
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: Practical AI tool usage, AI trend analysis, Career development with AI, Work-life balance in tech
- bio: 🎙️《AI懶人報》製作人｜Tommy | 湯懶懶 🦥
🇺🇸 ex-Tesla 工程師
🛠️ AI企業顧問、AI系統開發
🎁 VoAI 台灣 AI 口音優惠碼：AILRB26
📩 合作聯絡：[contact removed]
🪏 Podcast是AI做的 - 完整工作流👇

## Audience (inferred)
- status: present
- description: AI tool users and tech enthusiasts in Taiwan, mainly early-career professionals and freelancers interested in practical AI applications for productivity and career growth
- roles: general_ai
- seniority: practitioner
- pain_points: Struggling to find reliable, actionable AI tool recommendations that fit real-world workflows, Feeling overwhelmed by the rapid pace of AI trends and unsure which tools to invest time in, Lacking clear guidance on how to apply AI in daily work without technical expertise
- posts_analysed: 3
- confidence: 0.4

## 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: 70
- authenticity_basis: engagement_observed
- credibility_score: 70
- flagged_for_review: false
- koinon_bd_grade: A — 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
- [threads_ai.lanrenbao#36c0872d] 🎯 經營一個月 Threads 破萬追蹤了！！ 大家不用問我是怎麼做到的，我也不知道～ 但很開心這些分享有幫助到一些人 🙌 我是湯懶懶，可以叫我湯湯或湯米 👋 平常會分享 AI 工具心得、趨勢觀察、還有一些職場 murmur 跟經驗 我背景是Software QA，碩士在美國 San Diego 念，畢業後去 Arizona 一間自駕卡車公司，在一個沒有朋友仙人掌比人還多的地方熬了一年 🌵 之後回到加州 Tesla，做了快兩年 Energy Mobile App QA，負責能源相關的用戶產品。像是 Tesla 手機 App 裡的汽車充電 Page (https://www.threads.com/@ai.lanrenbao/post/DYafsN0Da39)
- [threads_ai.lanrenbao#eafb620c] Zverez 今天真的有點強啊…！ 看來法網拿下真的信心大補丸 一發穩定的誇張 本來以為會是Sinner一波帶走 沒想到在阿卡不在的時候還可以讓我們看到精彩的比賽💪 Sinner Go Go 🚀🚀
- [threads_ai.lanrenbao#0ed41042] 昨天看到一篇文章在討論「人生容錯率」，想來記錄一下。 過去這幾年真的是輾轉，經歷了各種挫折和起伏。但可能也因為這樣，造就了現在的我，面對很多事情，就算出了一點意外，也不太會覺得怎麼樣了。 年輕一點時我也會焦慮，覺得如果畢業後沒留在美國，那回台灣豈不就浪費了幾百萬學費？如果留下了沒能拿到大廠的 offer ，其他同學都在大廠豈不是很丟臉？ 剛在美國畢業時，剛好遇到疫情最嚴重的時候。那時整整找了一年的工作，中間連實習都被炒魷魚。直到簽證到期前一個月，才驚險拿到一份 full-time offer。雖然不是自己最想要的職位，去了 Arizona 圖森，一個仙人

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=122, 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=0.5, freshness_days=79, 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=122, 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=122, method=platform_profile

## Freshness
- profile_checked_days_ago: 122
- content_analysed_days_ago: 79
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 12
- user_triggered_requests: 1
- last_user_triggered_day: 2026-10-12
- 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=threads_ai.lanrenbao
- Request removal: https://koinonlink.com/claim?k=threads_ai.lanrenbao
- Terms: https://koinonlink.com/for-ai