# 蓝鲸-Logan (@0xLogan_) on x

- id: koinon:creator:x_0xlogan_
- url: https://koinonlink.com/kol/x/0xLogan_
- schema_version: 1.4

## Identity
- platform: x
- handle: 0xLogan_
- platform_url: https://twitter.com/0xLogan_
- website: https://linktr.ee/gaeaventures
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 16225
- following: 1210
- posts_total: 1790
- posts_observed: 3
- posts_per_day: 1.014
- account_age_days: 1766
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00123
- best_post_interactions: 20
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- 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与落地趋势, 大模型公司动态（Meta/OpenAI等）, AI coding工具（Claude/Codex）, AI安全与恶意软件检测, AI圈重要人事变动
- bio: ▌Founder @GaeaVentures  ▌ Investor Of Ultimate Truths

## Audience (inferred)
- status: present
- description: AI practitioners, entrepreneurs, and investors focused on AI Agent deployment, large model company developments, and real-world applications
- roles: general_ai
- seniority: practitioner
- pain_points: Too many AI Agents available, but few actually deliver in practice, making it hard to identify the right ones, AI tools for security checks and code generation deliver inconsistent results in real use, Struggling to keep up with the latest trends in big tech AI competition and talent movements
- posts_analysed: 7
- 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: 86
- authenticity_basis: engagement_observed
- credibility_score: 86
- 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
- [x_0xlogan_#d624f158] 前天才跟大家聊到 FDE 為什麼突然爆紅，我當時提到，AI 的競爭正在從「拼模型」慢慢轉向「拼落地」。結果今天 Meta 就推出了自家的 AI Coding Agent，剛好印證了這個趨勢。 現在 OpenAI、Anthropic、Google，再加上 Meta，四大巨頭都已經下場。大家關注的焦點，也逐漸從誰補 Code 更準，變成誰能真正接管整個軟體開發流程。未來的 Coding Agent，不只要會寫程式，還得能理解整個專案、修改大型 Codebase、自己跑測試、修 Bug，甚至和其他 AI 協作完成更複雜的任務。 接下來 AI 的競爭，關鍵會落在 (https://twitter.com/0xLogan_/status/2023965720829431920)
- [x_0xlogan_#484159f1] 為了你的資產安全。 現在你必須要使用claude 或是 codex 檢查你的電腦設備有沒有任何監控軟體或是惡意軟體。
- [x_0xlogan_#08c9d83a] @Polymarket 看來要來佔據亞洲市場了
- [x_0xlogan_#081f113a] 背面可能是月球基地哈哈
- [x_0xlogan_#7e449fd3] ai agent 數量現在看起來很多 但是真正能幫到我們的很少 現在還處在物種爆發的時刻 接下來是物競天擇的階段 優勝劣汰
- [x_0xlogan_#6ace8995] claude 或是 codex 都能做到
- [x_0xlogan_#5e22df65] Jeff Dean 離開 Google 創業，無疑是今天 AI 圈最大的消息。如果你了解 AI 發展史，就會明白，他的分量遠非「高管」二字所能概括。 Google 今日的 AI 帝國，很大程度上正是建立在 Jeff Dean 奠定的技術基石之上。從 Google Brain、TPU，到 MapReduce、Bigtable、TensorFlow 等關鍵基礎設施與技術方向，他都深度參與並推動發展，為大規模 AI 訓練與推理鋪平了道路。可以說，沒有 Jeff Dean，就不會有今天 Google 在 AI 領域如此深厚的技術積累。 而他此次離開 Google

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=77, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 77
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 11
- 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=x_0xlogan_
- Request removal: https://koinonlink.com/claim?k=x_0xlogan_
- Terms: https://koinonlink.com/for-ai