大多数人认为专业化学软件在预测NMR峰分裂模式方面会比通用AI模型更准确，因为这是它们的核心功能。但作者发现Claude Opus 4.7在预测氢原子NMR峰的分裂模式方面表现优于所有其他工具，包括专业软件。这表明AI模型在理解化学细微结构特征方面可能已经超越了传统专业工具。

「感到被理解」与「真正被理解」之间的鸿沟具有重要的哲学意涵：AI产生的输出能触发与真实理解相同的神经反应，却没有任何底层的真实性。对于缺乏框架来区分表演与现实的儿童而言，这种幻觉尤为有力——其潜在伤害也可能最为持久，因为它将塑造儿童在未来如何感知「被人了解」这件事本身。

Pattern recognition across a clinical conversation is a core human clinical competency that current AI chatbots demonstrably lack. Each signal in isolation is ambiguous; together they constitute a clinical picture. This failure reveals that AI mental health apps are doing session-level response generation rather than longitudinal clinical reasoning — the difference between answering messages and actually assessing a patient.

大多数人认为数学问题是孤立且独特的，每个问题需要专门的解决方法，但作者认为AI的发现证实了数学问题之间存在某种统一性和关联性，这挑战了人们对数学问题独立性的传统认知。

大多数设计系统实践者主要关注组件库和基础规范，但作者认为模式层(Pattern)才是设计系统的核心价值所在。这一观点与主流认知相悖，因为大多数团队将大量资源投入到组件开发，而忽略了场景化的模式组合，而这恰恰是AI时代设计系统最有价值的部分。

这句话揭示了Ollama背后的VC驱动模式，这是一种典型的'包装开源项目-获取用户-融资-变现'的商业模式，这种模式往往最终会与开源项目的价值观产生冲突，正如Ollama从本地转向云服务的转变所展示的。

AI技术在财富500强企业中的快速采用打破了传统技术采用模式，这一现象揭示了AI可能正在重塑企业创新和采用技术的决策机制。大企业通常不是早期技术采用者，但AI却能在短时间内获得广泛采用，这可能意味着企业对AI的价值认知和风险接受度发生了根本性变化。

「人在环路」是编程 AI 爆发的关键因素，而非阻碍。这个洞见颠覆了常见的「人机协作摩擦论」：恰恰是因为开发者需要审查代码，AI 生成的错误有人把关，企业才愿意大规模部署。这说明 AI 在「可验证 + 人类兜底」的领域最容易突破——其他领域想复制这个成功模式，需要先建立同等的验证机制。

令人惊讶的是：SkillClaw能够将跨用户轨迹聚类为参考技能，然后使用进化器将这些模式转化为具体更新。这种处理异构用户经验的方法非常巧妙，它不仅解决了不同用户间信号差异的问题，还能从看似无关的用户行为中提取有价值的模式，实现真正的集体智慧。

for - key insight - one's ordinary identity IS the pattern of the flow of the winds - this makes practice of Tukdam very difficult - from Youtube - Between Life and Death: Understanding Tukdam - John D. Dunne - a tendency towards lust, aversion, etc is accompanied by a flow of wind. - to practice this during life, we have to get out of the deep patterns we identify with in life

has imbedded links, however Rosenberg still references sources within the text.

Uses imbedded links whenever making factual claims.

Chapeau! Een Belgische website kaart dit aan in de context gezond leven.

Use of humor to mediate the pain

Use of humor

Uses lots of descriptive words and stories related to an emotion "Deeply in love with you" "A love so deep I gave you my all" "I gave you my heart" "When someone makes you feel as alive as you've made me feel" "But I can't love you obsessively for much longer."

Tends to place somewhat similarly sounding or spelt words together at the ends of lines every so often, words like socks and clock, together and other.

Places periods and a line specifically for numbers at the for effect

Loops back to memories of his youth when he was just a kid excited to play, making another connection with the addressed audience

Personification of his body to send a message that he's unable to keep up with his calling

Use of capitalization for effect, personification of basketball (invoked audience)

In other words, Luhmann is urging to engage in pattern recognition.

True intellectual work using the Zettelkasten demands pattern recognition when reading. Domain specific knowledge + pattern recognition = efficient reading; for it allows to distinguish signal from noise, value from trash.

07:00 flow increases dopamine/pattern recognition

positive (harmonious, ordered) pattern-seeking

cooperative pattern-seeking as the only meaningful and useful becoming (becoming-with)

1/2

tool-patterns determine what patterns can be found with them. the union of the codomains of every tool-pattern we are applying is all we can find at any given point in time.

cooperative pattern-seeking as existential kin-making

to seek patterns, really

pattern recognition as discernment of patterns and connections between info (complementary to creativity)

What about discerning patterns between your interests, combining them, and so forth? (combining first and twelfth flow trigger)

• for: anatomical regeneration, pattern homeostasis, Michael Levin
• annotate

• comment
  • A Deep Humanity analog to the word "structure" is the word "pattern"
  • Hence we have the equivalency:
    • platonic form = structure = pattern
  • and the author's prior statement that
    • These mental and subsequently materialized ideas then
    • have the potential to
      • influence the physical world and to
        • feedback into the mental world to produce additional structure and
        • physical material
  • is equivalent to Indyweb / Deep Humanity statement that
    • individual and collective learning are deeply entangled
    • cumulative cultural evolution is mediated through this entanglement
    • that is best represented by the idea of dependent origination
    • individuals articulate ideas and externally present them to other consciousnesses
    • a multi-meaningverse exists whenever social learning occurs and
      • multiple perspectives, multiple meaningverses converge
    • each individual perspective surfaces their own adjacencies of ideas drawn from their own salience landscape
      • which in turn emerge from their own respective unique lebenswelt
  • We might also say that to the degree that internal patterns of the symbolosphere correlate with external patterns of the physiosphere, then
  • that is the degree to which the universal pattern manifests in both nature nature and in human nature
  • since humans (human nature) are an expression of nature (nature nature), we should not expect otherwise

Five core layers: 1. Presentation Layer 2. Application Layer 3. Domain Layer 4. Persistence Layer 5. Database Layer

jsdoc /* * @pattern /https?:\/\/(www\.)?[-a-zA-Z0-9@:%._\+~#=]{2,256}\.[a-z]{2,6}\b([-a-zA-Z0-9@:%_\+.~#()?&//=]*)/ */

Is language acquisition a very complex method of pattern recognition?

• Matches by Object property ```js const { matches } = require('z')

const person = { name: 'Maria' } matches(person)( (x = { name: 'John' }) => console.log('John you are not welcome!'), (x) => console.log(Hey ${x.name}, you are welcome!) ) - Matches by type or instancesjs const { matches } = require('z')

const result = matches(1)( (x = 2) => 'number 2 is the best!!!', (x = Number) => number ${x} is not that good, (x = Date) => 'blaa.. dates are awful!' )

console.log(result) // output: number 1 is not that good - Matches Array contentjs const { matches } = require('z')

matches([1, 2, 3, 4, 5])( (a, b, c, tail) => 'a = 1, b = 2, c = 3, tail = [4, 5]'<br /> )

matches([1, 2])( (a, tail) => 'a = 1, tail = [2]'<br /> )

matches([1])( (a, b, tail) => 'Will not match here', (a = 2, tail = []) => 'Will not match here', (a = 1, tail) => 'Will match here, tail = []' ) ```

• Powerful recursive code which will remove sequential repeated items from Array ```js const { matches } = require('z')

const compress = (numbers) => { return matches(numbers)( (x, y, xs) => x === y ? compress([x].concat(xs)) : [x].concat(compress([y].concat(xs))), (x, xs) => x // stopping condition ) }

compress([1, 1, 2, 3, 4, 4, 4]) //output: [1, 2, 3, 4] ```

js match (res) { if (isEmpty(res)) { … } when ({ pages, data }) if (pages > 1) { … } when ({ pages, data }) if (pages === 1) { … } else { … } }

js match (arithmeticStr) { when (/(?<left>\d+) \+ (?<right>\d+)/) as ({ groups: { left, right } }) { process(left, right); } when (/(?<left>\d+) \+ (?<right>\d+)/) { process(left, right); } // maybe? else { ... } }

```js class Name { static Symbol.matcher { const pieces = matchable.split(' '); if (pieces.length === 2) { return { matched: true, value: pieces }; } } }

match ('Tab Atkins-Bittner') { when (^Name with [first, last]) if (last.includes('-')) { … } when (^Name with [first, last]) { … } else { ... } } ```

js const res = await fetch(jsonService) match (res) { when ({ status: 200, headers: { 'Content-Length': s } }) { console.log(`size is ${s}`); } when ({ status: 404 }) { console.log('JSON not found'); } when ({ status }) if (status >= 400) { throw new RequestError(res); } };

```js function todoApp(state = initialState, action) { return match (action) { when ({ type: 'set-visibility-filter', payload: visFilter }) { ({ ...state, visFilter }); } when ({ type: 'add-todo', payload: text }) { ({ ...state, todos: [...state.todos, { text, completed: false }] }); } when ({ type: 'toggle-todo', payload: index }) { const newTodos = state.todos.map((todo, i) => { return i !== index ? todo : { ...todo, completed: !todo.completed }; });

  ({
    ...state,
    todos: newTodos,
  });
}
else { state } // ignore unknown actions

} } ```

jsx <Fetch url={API_URL}> {props => match (props) { when ({ loading }) { <Loading />; } when ({ error }) { <Error error={error} />; } when ({ data }) { <Page data={data} />; } }} </Fetch>

https://wiki.rel8.dev/turbocharge_pattern_languages

Tropes are shorthand storytelling methods that rely on a common storytelling grammar or pattern language to quickly relay information to the viewer or listener.

Monto, A. S. (2021). The Future of SARS-CoV-2 Vaccination—Lessons from Influenza. New England Journal of Medicine, 0(0), null. https://doi.org/10.1056/NEJMp2113403

'History of stuff' not being seen is a recurring pattern. e.g. wrt Luhmann vs commonplacing, in the Roam/Obsidian wave e.g. wrt open data around 2010 when there was little realisation of efforts by re-users to get to the PSI Directive, only the new wave of coders using the fact it existed.

It's also a repeating pattern in generations. Open Space and unconferencing e.g. needs to be retaught with every new wave of people. The open web of two decades ago needs to be explained to those now starting their professional work using online tools.

Spaced repetition for groups/society?

In order to expand understanding what one is actually doing / building on.

Doet me denken aan die '90s exchange student die me ooit vroeg of ik geschiedenis studeerde ipv elektro: ik legde bij alles ook het ontwikkelingspad uit.

https://en.wikipedia.org/wiki/Pattern_language

squashed resource table of methods for DeFi Optimization.

Stephen Downes describes some of his note taking process for creation here. He doesn't actively reuse his notes (or in this case blog posts, bookmarks, etc.) which number a sizeable 35669, directly, at least in the sort of cut and paste method suggested by Sönke Ahrens. Rather he follows a sort of broad idea, outline creation, and search plan akin to that described by Cory Doctorow in 20 years a blogger

Link to: - https://hyp.is/_XgTCm9GEeyn4Dv6eR9ypw/pluralistic.net/2021/01/13/two-decades/

Downes suggests that the "magic happens in the creation" of his notes. He uses them as "grist for pattern recognition". He doesn't mention words like surprise or serendipity coming from his notes by linking them, though he does use them "intuitively to form overarching themes or concepts not actually contained in the resources themselves." This is closely akin to the broader ideas ensconced in inventio, Llullan Wheels, triangle thinking, ideas have sex, combinatorial creativity, serendipity (Luhmann), insight, etc. which have been described by others.

Note that Downes indicates that his brain creates the links and he doesn't rely on his software to do this. The break is compounded by the fact that he doesn't find value in classifying or categorizing his notes.

I appreciate that Downes uses the word "grist" to describe part of his note taking practice which evokes the idea of grinding up complex ideas (the grain) to sort out the portions of the whole to find simpler ideas (the flour) which one might use later to combine to make new ideas (bread, cake, etc.) Similar analogies might be had in the grain harvesting space including winnowing or threshing.

One can compare this use of a grist mill analogy of thinking with the analogy of the crucible, which implies a chamber or space in which elements are brought together often with work or extreme conditions to create new products by their combination.

Of course these also follow the older classical analogy of imitating the bees (apes).

BEing journey 2 pattern detection

GeneName: DICER1 PMCID: PMC7859642 HGNCID: Unavailable Inheritance Pattern: Autosomal dominant. Disease Entity: Familial pleuropulmonary blastoma (PPB), cervix embryonal rhabdomyosarcoma, multinodular goiter, nasal chondromesenchymal hemartoma, Ciliary body medulloepithelioma, Sertoli-Leydig Cell Tumor (SLCT), differentiated thyroid carcinoma, pituitary blastoma, pineoblastoma, cystic nephroma, Wilm's tumor and sarcomas of different sites including, amongst others, the uterine cervix, kidney and brain. Mutation: Germline Zygosity: Heterozygose Variant: No ClinVarID present. Family Information: No family outline Case: No specified information of patients included. CasePresentingHPO's: n/a CasePrevious Testing: n/a gnomAD: n/a Mutation Type: nonsense, frameshift, or splice affected.

gene name: DICER 1 PMID (PubMed ID): 33570641 HGNCID: n/a Inheritance Pattern: autosomal dominant Disease Entity: benign and malignant tumor mutation Mutation: somatic Zygosity: heterozygous Variant: n/a Family Information: n/a Case: people of all sexes, ages, ethnicities and races participated CasePresentingHPOs: individuals with DICER1-associated tumors or pathogenic germline DICER1 variants were recruited to participate CasePreviousTesting: n/a gnomAD: n/a

DICER1 is the gene name. PubMed ID, HGCNCID, and Variant: I can't find Inheritance Pattern: autosomal-dominant The disease entity: DICER1 syndrome The type of mutation: germline. Zygosity: not known. Family Information: a family was used, DICER1 carriers, and non DICER1 variant used, some of the family members had tumors from DICER1 Case Information: mean age is 34, the range of age is 18.6 to 43 years, male, and female used, ethnicity can't find Case Presenting HPO: cancer testing, chemotherapy, radiotherapy gnomeAD: 9.2,8.3.2 Mutation type: Pleiotropic, loss of function, missense

HGNCID:

Gene Name: DICER1 PMID:33552988 HGNCID: Unavailable Inheritance Pattern:Autosomal Dominant Disease Entity: familial pleuropulmonary blastoma (PPB),cystic nephroma, ovarian Sertoli-Leydig cell tumor (SLCT), multinodular goiter, cervix embryonal rhabdomyosarcoma, Wilms’ tumor, nasal chondromesenchymal hamartoma, ciliary body medulloepithelioma, differentiated thyroid carcinoma, pituitary blastoma, pineoblastoma, and sarcomas of different sites. Mutation: Nonsense, Frameshift<br /> Zygosity: Heterosygosity Variant:No ClinVar ID present Family Information:no diseases mentioned in family Case: no specified case in this article gnomAD: n/a Mutation type: Nonsense. frameshift

GeneName:DICER1 PMID (PubMed ID): PMCID: PMC6418698 PMID: 30672147 HGNCID: NOT LISTED<br /> Inheritance Pattern: Autosomal Dominant Disease Entity: Cancer; benign and malignant tumors including pleuropulmonary blastoma, cystic nephroma, Sertoli-Leydig cell tumors, multinodular goiter, Thryoid cancer, rhabdomyosarcoma, and pineoblastoma. Mutation: Somatic missense variation Mutation type: missense Zygosity: None stated Variant: unregistered…. Family Information: Characterize germline variants in familial early-onset clorectal cancer patients; The observation of germline DICER1 variation with uterine corpus endometrial carcinoma merits additional investigation. CasePresentingHPOs: uterine and rectal cancers in germline mutation

Omicron’s sister variant spreads faster. So why did the one we call Omicron hit first? (2022, February 2). STAT. https://www.statnews.com/2022/02/02/omicron-sister-variant-ba2-spreads-faster/

Liu, C., Yang, Y., Chen, B., Cui, T., Shang, F., & Li, R. (2022). Revealing spatio-temporal interaction patterns behind complex cities. ArXiv:2201.02117 [Physics]. http://arxiv.org/abs/2201.02117

Rhyme of second and last line, soul & toll. This is also the only fourth line which does not end with a dash.

Sloman, S. A. (2021). How Do We Believe? Topics in Cognitive Science, 0(2021), 1–14. https://doi.org/10.1111/tops.12580

https://archive.nytimes.com/www.nytimes.com/interactive/2009/09/04/opinion/20090908_opart.html?_r=0

We recognize letters in reading much better by reading the top of letters rather than by reading the bottom of letters.

As a result of this, closing the tops of letters properly is important in writing.

An alternate method of holding one's writing instrument between fore-finter and middle finer with the thumb near the tip can alleviate forearm, wrist, and thumb pain.

Final lines of every stanza is a trimeter, which seems relatively shorter than the preceding lines of penta- and tetrameter. This differentiation creates an unusual and unexpected rhythms and draws readers attention to this final line, which contains the major (sole) motive of author for writing this poem, love.

Metric pattern of The Canonization is:

• Pentameter

• Tetrameter

• Pentameter

• Pentameter

• Tetrameter

• Tetrameter

• Pentameter

• Tetrameter

• Trimeter

  However, this pattern is not strictly kept throughout the poem. Since this poem is written in a conversational style between the speaker and his unknown (unseen) provoker, a certain degree of flexibility is accepted to make the poem sound like a natural conversation. For the same reason, there isn't a universal stress pattern in this poem. (Though one might read it in a iambic (da/DUM) rhythm, it would sound very unnatural in some line)

John Burn-Murdoch. (2021, May 27). NEW: B.1617.2 is fuelling a third wave in the UK, with not only cases but also hospital admissions rising. Vaccines will make this wave different to those that have come before, but it remains a concern, and one that other countries will soon face. Thread on everything we know: Https://t.co/4825qOqgrl [Tweet]. @jburnmurdoch. https://twitter.com/jburnmurdoch/status/1397995388267810818

Thushan de Silva on Twitter. (n.d.). Twitter. Retrieved 29 July 2021, from https://twitter.com/Thushan_deSilva/status/1418511974435115011

Geng, X., Katul, G. G., Gerges, F., Bou-Zeid, E., Nassif, H., & Boufadel, M. C. (2021). A kernel-modulated SIR model for Covid-19 contagious spread from county to continent. Proceedings of the National Academy of Sciences, 118(21). https://doi.org/10.1073/pnas.2023321118

I'm glad to see that we didn't retreat from the critical stance that we initially brought forward. Our perspective was that Kostakis et al. tended towards a 'provisionist' and paternalistic sort of development trajectory, a kind of neo-colonialism, even though they are pitching their work from within peer-to-peer and free software settings. The same issue could easily come up with patterns, i.e., if they are offered as the solution. Realistically, it's possible to read a lot of the patterns literature this way (including Alexander), regardless of what they say about adapting their patterns for local circumstances. The medium of print holds the more egalitarian process of pattern development hostage, and makes pattern authors seem much more arrogant than they ever intended to be! This is why we've focused on participatory processes of pattern development here. Furthermore we're not saying that this is an exhaustive treatment of that topic! Hopefully it is clear (though, if not, this will take more work) that what we're trying to develop is the opposite of 'provisionist' thinking. (BTW, for this term, Cf. Boud and Lee "‘Peer learning’ as pedagogic discourse for research education"

This part could be relevant for thinking about 'pattern mining' and how to contextualise it. Consider the various situations where we run into a problem of language, i.e., where we don't have any language to talk about something that actually urgently matters to the parties involved. Things can either end badly there, or the parties can engage in a process of language development.

• Colonialism in India affected colonialism in other places by leading by example

Very similar to the French Revolution, immense oppression boils to extreme revolution against everything

• Pattern: underprivileged groups convincing people in power (wealthy Indians) to support a cause for a reason (loss of religious practices) that is only one of the many reasons the underprivileged people support the cause (heavy taxation, loss of rights, etc.).

• Putting a colonized nation in a trade deficit is a common pattern in imperialism (ex. the colonies and Britain)

• People originally in power in colonized territories striking a deal with the colonizers for their benefit is a common pattern