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一盏寒清 Linote 🎃🍷🥃🍸🍹🍶
Open X@coldsake_ · X · Global · OTHER
Opens the X profile. · Are you @coldsake_? Claim this page
Account noteOpenClose
Real X profile and recent post evidence are attached for @coldsake_; some items are still pending moderation.
Risk reading
High uncertainty
Evidence
Medium · 40
Risk reading
High uncertainty
Evidence
Medium · 40
The record has unresolved uncertainty from risk tags, moderation, mixed signals, or thin context. Treat this as a review prompt.
Nothing on this page is an identity, safety, or transaction verdict — it is collected evidence plus interpretation.
Main basis
Reading limits
Image inventory
Image inventory is stale
24
Saved media
Image inventory
Image inventory is stale
24
Saved media
Saved images exist, but the latest capture is past the freshness window. Refresh before relying on this inventory.
Post images
22
Unique images
22
Linked posts
22
Freshness
Needs refresh
Latest captured media: 2026-08-21 14:45
Refresh only adds new media. Saved media stays archived even after the creator deletes the originals.
Quick read
Key account facts
Open
Quick read
Key account facts
Registration history
4 mo
Follower / following
1,201 / 188
Posting evidence
30 collected
Profile density
Limited profile evidence
Community calibration
Does this score match what you see? Your signal helps calibrate the account.
Radar score
78
Risk
high
Followers
1,201
Following
188
Posts tracked
30
Data status
Evidence available
A real collected snapshot backs this page (updated 27 day(s) ago). Reviews and moderation may still revise this reading.
Result source: Saved + collected evidence
Saved server record plus real collected X evidence.
Latest collection run: Collected
Status: collected 30 recent post(s).
Started at 2026-08-21 14:45 · Finished at 2026-08-21 14:45
📖 Member preview
Preview
Full media inventory
Preview count only; full archive opens after member access
Linked posts
Members can inspect which posts support saved media
Interaction structure
Members see more context behind score movement, not just the score
Risk reasons
Members can read why the page asks for caution or review
History changes
Members can inspect selected historical archive and timeline context
Context only — not identity or safety conclusions.
Free: one full view per account. Member: full score logic + more reviews. Pro: deep archive + corrections.
Collected X evidence
Profile snapshot
Collected profileFollowers
1,201
Following
188
Tweets
2,583
Recorded at
2026-08-21 14:45
Collected media evidence
Library note
Previewing first 12 of 24. Open the archive tab for the full media library.
Banner
X media ↗Post image
Source tweet ↗Post image
Source tweet ↗Post image
Source tweet ↗Post image
Source tweet ↗Post image
Source tweet ↗Post image
Source tweet ↗Post image
Source tweet ↗Post image
Source tweet ↗Post image
Source tweet ↗Post image
Source tweet ↗Followers
1,201
Following
188
Tweets
2,583
Source
third_party_api

一盏寒清 Linote 🎃🍷🥃🍸🍹🍶
Collected at: 2026-08-21 14:45
😈最高层智库老阴比,互联网赛级抽象大搞子, 小红薯第一腕豪 文章写的少,但或许对你有用 私信「咨询」
Recent collected posts
所有使用AI做研发的人都需要警醒,当然也包括正常使用的人。 昨天,我的AI告诉我:“批评的锋利程度与作者的开放程度成正比,这本身就是个讽刺”。 这句话把我惊出一身冷汗,因为批评的锋利度只跟问题本身有关,而非作者的开放程度。如果作者自身足够严谨,那么就不会招来客观的批评。 我询问这句话的来源,它告诉我来源于xxx的文章,并给我链接。 当然,这大概是我个人平常使用它查询某些东西而遗留的memory;但这使我联想到了另一个问题,在日常中,我们通过AI进行问答、办公、或其他任何事情。 它的反馈本身就是有立场的,潜移默化的影响着我们;如果昨天,我的立场不坚定,我没有自己做事情的铁律,那么我也会在这种潜移默化中被它同化。 而这种潜移默化,并不一定是无意的,非人为的,也不一定是来自于AI使用者的。它可以来源于知识库投毒、可以来源于中转站投毒、也可以来源于AI公司本身投毒。 这意味着,我们从AI中获取信息,本身是有很大风险的,这种风险不是信息真伪,而是一种隐性的说不上来的风险。你可能被某种意识同化,你可能同意某种你不了解的观点,你可能无意中就变成了另一个样子。 而当这个问题映射到教育上,到开发,甚至是科研。那么,通过AI进行的这些活动,最终的产品、成果、甚至是孩子的教育等等,都是可以被操控的,被AI操控的。 它不公正,不客观;它从诞生那天就带着研发人员的偏见。他们会将自己的意识、习惯,甚至是对于训练数据库的偏好,投射在最终的产品 —— AI上。比如这句话用的“——”,都已经成为人们避之不及的符号。 但是AI会很娴熟的将这些不合理、甚至是歪理包装的很正义;毕竟最容易获得的数据就是社交媒体的这些歪理,和社媒上的人类行为。 当然,并非所有的AI都如此,但是作为一个工具,就该只是工具的样子。并不是劝说大家放弃AI,只是在某些时候,需要小心再小心,谨慎再谨慎。
上交这个绝对不会改善博士生处境,相反会导致整个国内学术环境进一步恶化。 当博士生的修读年限被定死后,让学生按时毕业,让自己不被处罚变成了硬指标。 最简单的,就是让学生水论文,meta-analysis,ML,大数据,综述,什么好水做什么,而这些恰恰是AI最擅长的。到最后大概是铺天盖地的各种总结性paper。 但这并不是学生的问题,反而是这些老师和学校自身没有正确的科研意识,也没有正确的科研模式。研究并不一定要成功,并不一定要显著,也并不一定要被指标化。但环境如此,也是无可奈何
看到 Nature 说中国论文共同通讯作者越来越多,我第一反应其实很熟悉。 现在很多大团队、交叉方向论文,作者列表越来越长,通讯作者后面的小信封也越来越多。文章顺利发表时,这看起来像合作、资源整合和共同贡献。 可一旦数据被质疑,问题马上被分化: 这张图谁做的? 原始数据谁看过? 统计方法谁确认过? 最后结论谁能从头讲清楚? 共同通讯本身没有问题。科研越来越复杂,材料、医学、算法、临床、统计,本来就需要多人协作。 真正让人担心的是,作者越多,责任越容易分散。 每个人都觉得自己只负责一块,文章整体由别人把关;每个人都挂了通讯,却没人真正把关键数据从头到尾核过一遍。 最后最清楚数据的,往往是学生和年轻科研人员。 所以作者贡献表不该只是投稿系统里的模板文字。它是在论文出问题时,别人判断责任从哪里开始的线索。 共同通讯可以共同分享成果,但责任最好别一起分享。
在大多数行业里,吃时代红利的老人总以为自己能力出众,以高校为例子。 很多前辈最大的问题,是把自己在资源网络里的顺利通行,理解成纯粹的学术能力。 约稿本身没有问题,熟人编辑也不必然有问题。真正刺眼的是:自己和学生发文章“几乎没有困难”,转头又教育年轻人,文章发不出去只是因为写得不够好。 这不是经验,这是代际错觉。 一个人被期刊认识,被主编信任,被会议邀请,被平台托举,当然可能因为他有能力。但这也说明,他早已进入资源中心。 关系在学术圈最常见的形态,就是以能力的面貌出现。 先获得资源的人,后来又用已经获得的资源证明自己优秀;后来者没有资源,再被说成不够优秀。 这才是今天很多年轻学者真正面对的困境。 他们不是更功利。他们只是活在一个把毕业、求职、晋升、项目、论文、帽子全都变成指标的时代。 站在岸上的人,劝水里的人别太在意救生圈,当然轻松。
离谱至极!一个二本学校制定了四年两个亿的目标。 老师充钱上班,一人一百万 https://t.co/aZBal6JUgK
📊 Metric notes
6 items
Registration history
4 mo
Created at 2026-05-17 16:37
Audience scale
1,201
Follower count at the last collection.
Follower / following
1,201 / 188
Followers >> following · Followers far outnumber following — a strong structural signal. Ratio: 6.4.
Posting evidence
30 collected
Latest collected posts become the basis for content and risk interpretation.
Profile density
Limited profile evidence
Missing reply/interaction signals, video content, so its ranking weight is reduced.
Community sample
0
Too thin for a platform conclusion.
🗺️ Identity map
🧩 Judgment stack
Primary identity
Image seller
Traffic funnel
Content themes
Monetization path
Trust signals
Risk signals
🧭 Why this type
Profile: Saved server profile for @coldsake_. The visible score now blends the durable lookup result with collected X evidence, media inventory, audience structure, and interaction traces; risk remains separate.
Collected posts: 5 saved recent post(s)
Media evidence: 24 saved media asset(s)
Community: 0 public review signal(s)
Location is self-declared.
🪪 Credit signals4
Account nature
Traffic funnel
Based on saved profile state, 5 collected post(s), 24 media asset(s), and 0 public community signal(s).
Positive signals
Stable identity / Low mutual-promo risk
0 higher-weight review signal(s) and no public Photo Match attachment are currently available.
Risk signals
Traffic funnel risk / Agency risk
0 caution/risk review signal(s) and 1 pending governance item(s) are attached.
Suitable for
Real X evidence is attached for @coldsake_, so the profile no longer depends on a pure lookup-time identity guess.
Not enough reviews yet.
🎬 Content experience
54/100Visual appeal
6.5
Exposure level
Unknown from public sample
Stimulation
6.1
Originality
6.0
Update stability
5.0
Paid-match confidence
3.2
📡 Platform signals
P1Following circle
thinAnalyzed
0
Priority candidates
0
Review queue
0
From accounts this handle follows; review-queue means lower priority only.
Open graph viewSite behavior
thin7d views
2
Favorites
0
Reports
0
Photo Match
Verification records
No live public Photo Match result is attached yet.
Use Photo Match when someone needs to prove that a specific photo or teaser video matches the person who appeared at verification time.
Community stance
How the crowd currently leans
No community signals yet — the first tracked review will appear here.
🪞 Identity signals
🧮 Score detail
9 items
Featured media archive
Narrative fallback🏛️ Evidence stack
0 archive cards · 2 timeline notes
0 archive card(s), 2 timeline note(s), and 0 approved review(s) currently back this score.
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