# 老洋科技说（AI实战版） (@aliyy66) on xiaohongshu

- id: koinon:creator:xiaohongshu_aliyy66
- url: https://koinonlink.com/kol/xiaohongshu/aliyy66
- schema_version: 1.3

## Identity
- platform: xiaohongshu
- handle: aliyy66
- platform_url: https://www.xiaohongshu.com/user/profile/5b1f85fc11be1017463221ba
- website: xhsdiscover://message/userPublicGroupList?user_id=5b1f85fc11be1017463221ba&username=TA
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 64900
- posts_observed: 15
- verified: false
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.4392
- best_post_interactions: 28504
- measurement_source: cn_posts_max
- measurement_formula: likes + comments + shares (douyin) or likes + comments + collects (xiaohongshu), max over observed posts
- 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/智能体低成本部署, Claude Code + Codex国内使用教程, AI硬件与生产力工具实测, 职场效率工具与工作流, AI生成实用小工具
- bio: 👨🏻‍💻9年科技产品评测经验
🎯分享真实的产品使用心得
📚浙大&港理工       AI+软件    AI+硬件    
AI工具|科技|数码|家居|家电|软件技巧
用❤分享每一篇📩[contact removed]

## Audience (inferred)
- status: present
- description: office workers and beginners in AI tools, mainly salaried professionals, content creators, and small business owners looking to adopt AI productivity tools affordably and with zero learning curve
- roles: automation
- seniority: practitioner
- pain_points: High barrier to entry for AI tools requiring VPNs or complicated setup, causing average users to give up after struggling for hours, Time-consuming daily tasks like invoice organization, client message replies, and code writing, Desire for a 24/7 AI assistant but unsure how to implement it affordably, Limited convenient alternatives to tools like Claude or Codex in China, lacking simple and effective solutions
- posts_analysed: 44
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.85
- 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: 63
- 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
- [xiaohongshu_aliyy66#51ca8aa9] 更好用的国产龙虾！WorkBuddy入门保姆级教程 / 说真的，咱普通人没必要死磕OpenClaw、Claude，这些AI产品虽然强，但它们对国内用户并不友好。代码配置搞半天，一步步折腾下来可能全是坑。对于小白来说，真正的刚需是好安装、好上手、够安全。 (https://www.xiaohongshu.com/user/profile/5b1f85fc11be1017463221ba)
- [xiaohongshu_aliyy66#83d99966] 所 / 新手如何快速上手Switch✅还不进来学‼️ / 不少朋友入手了新switch，辛辛苦苦验完机后，又陷入了一片茫然，根本不知道要怎么设置才能玩上游戏。
- [xiaohongshu_aliyy66#98daf8df] 今天就出一期新手指南，帮大家解决一下在账号注册、分区选择、购买游戏时可能会遇到的各种问题，都是干货 / 实测更有性价比的AI视频模型居然是它？ / 8月AI视频杀疯了！Seedance 2.5真人感炸裂，但每分钟1.8元的成本你敢随便用吗？我实测几组prompt发现，综合产出质量和成本，最有性价比的视频模型，竟然是Seedance 2.0 fas / DeepSeek Harness来了？3分钟保姆级安装！ / #AI工具[话题]# #howto用好AI[话题]# #DeepSeek[话题]# #deepseekharness[话题]# #vibecod
- [xiaohongshu_aliyy66#d6ba99c7] 我直接用千问办公搭了个「活动申报后台」——自动识别群消息、提取活动信息、生成可视化网页，每天定时推送新活动。终于不用再焦虑错过平台活动了！这

## 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=35, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=35, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=35, 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=40, 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=0, method=Starts at 60; interactions-per-follower on collected posts then adds or subtracts (large following with near-zero engagement is penalised heavily). — 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=40, method=llm_partner_fit_classifier + authenticity >= 55 AND fit_score >= 0.45 => A; authenticity >= 40 AND fit_score >= 0.3 => 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=40, method=platform_profile

## Freshness
- profile_checked_days_ago: 40
- content_analysed_days_ago: 0
- audience_updated_days_ago: 35

## 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=xiaohongshu_aliyy66
- Request removal: https://koinonlink.com/claim?k=xiaohongshu_aliyy66
- Terms: https://koinonlink.com/for-ai