# AutoMoney｜G大 (@automoney_gda) on threads

- id: koinon:creator:threads_automoney_gda
- url: https://koinonlink.com/kol/threads/automoney_gda
- schema_version: 1.4

## Identity
- platform: threads
- handle: automoney_gda
- platform_url: https://www.threads.net/@automoney_gda
- website: http://patreon.com/cw/u109401811
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 5099
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.95882
- best_post_interactions: 4889
- 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: AI agent automation, building AI-powered businesses from scratch, cost optimization in AI workflows, remote AI task management, integrating multiple LLMs and models
- bio: 教你用 AI Agent 把一個人變成一個小團隊
OpenClaw｜AI 赚钱工作流｜內容自動化
把 ChatGPT 問答，升級成能工作的 AI 系統

## Audience (inferred)
- status: present
- description: Entrepreneurs and solopreneurs building AI-powered businesses, especially those focused on automating workflows and scaling with minimal team size
- roles: automation
- seniority: practitioner
- pain_points: Struggling with high API costs when running AI workflows, Facing bottlenecks in AI task completion due to lack of self-correction and reliability, Having difficulty managing AI agents remotely or across devices, Need to build scalable, end-to-end AI systems without hiring a team
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 54
- authenticity_basis: engagement_observed
- credibility_score: 54
- 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
- [threads_automoney_gda#edbc2bba] 我要公開做一個可能會失敗的挑戰。🏭 用我正在開發的 「流程工廠」， 從 $0 做到 $100,000 美元營收。 我會用它研究需求、開發產品、找客戶、 做內容，到完成交付。 整個過程全部公開。 踩坑、失敗、真實營收，都會分享。 我想知道， 一個人 + AI 流程，究竟能把生意做到多遠？ 🏭 $0 / $100,000 進度持續更新👇 (https://www.threads.com/@automoney_gda/post/DZUxY8PiS7d)
- [threads_automoney_gda#4551007f] 自己做專案，挑戰賺到 $100,000 💰 Day 19 今天把 Codex 接上 deepseek-v4-flash。 更新速度直接起飛 🚀 很多新功能完成了， 也順手修掉一堆 bug。 下一步的方向， 就是讓更多「小人員工」一起協作。
- [threads_automoney_gda#216ef6e2] Codex 額度用完了，怎麼辦？ 我昨天遇到一件很現實的事： Codex 額度見底，但手上的活還沒幹完。 以前的我會：刷卡，再買一輪額度。 現在的我會：先算一筆帳。 DeepSeek V4 Flash 跑同樣的任務， 成本大概只有 1/10。 於是我把 V4 Flash 對接進 Codex， 手機上也能遠端控制它跑任務。 結果呢？ 同一套流程，錢省了，活照幹。
- [threads_automoney_gda#373a2413] 測了幾天 DeepSeek V4 Flash + Codex。 我的體感是： V4 Flash 能完成任務， 但比較難做到一次完成 + 自我驗證 + 自我修正。 常常變成： 我推一下，它走一下。 所以即使跑分很高， 真正用起來，跟 gpt5.6 還是有些體感差距。
- [threads_automoney_gda#fbbb98b5] 今天 Codex 額度直接用完 😂 索性用 CC Switch， 把 DeepSeek V4 Flash 對接到 Codex。 沒想到還順便搞定手機遠端控制， 外出也能直接丟任務。 另外再配 Claude Vision Skill + Qwen 視覺模型。 雖然還稱不上完美， 但昨天一直卡住的那個問題， 現在總算能勉強處理了。
- [threads_automoney_gda#fba8e465] 自己做專案，挑戰賺到 $100,000 💰 Day 18 今天早上一打開控制台， 看到又多了一個新安裝。 我就知道—— 又有人買了我的產品。😌 謝謝剛剛支持的那位粉絲 ❤️
- [threads_automoney_gda#91537730] 自己做專案，挑戰賺到 $100,000 💰

## 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=19, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=19, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=19, 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=120, 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=120, 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=120, method=platform_profile

## Freshness
- profile_checked_days_ago: 120
- content_analysed_days_ago: 79
- audience_updated_days_ago: 19

## AI retrieval
- indexing_requests: 8
- user_triggered_requests: 1
- last_user_triggered_day: 2026-10-10
- 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_automoney_gda
- Request removal: https://koinonlink.com/claim?k=threads_automoney_gda
- Terms: https://koinonlink.com/for-ai