在使用Prompt API时，开发者需要明确指定输入和输出的模态和语言，以避免不必要的问题。

通过提供初始提示，开发者可以为模型提供上下文，这对于构建交互式应用至关重要。

使用signal字段可以优雅地取消正在进行的API调用，这是编写健壮代码的一个重要实践。

初学者在本地测试时，可能会忘记设置必要的标志，导致API无法正常工作。

初学者在使用API前应特别注意遵守相关政策，以避免潜在的法律风险。

最佳实践是让代理自动化大部分部署流程，但关键步骤如用户同意服务条款仍需人工参与。

强调了现有标准和技术的融合使用，这是实现自动化流程的关键，同时也避免了过时的做法。

最佳实践建议是简化部署过程，避免手动步骤，使自动化部署更加高效。

This emphasizes the best practice of automating processes where possible, reducing manual intervention and streamlining workflows.

最佳实践建议：自动化流程可以大幅提高效率，但人类审核和接受服务条款仍然是必要的。

最佳实践是针对特定需求定制开发，而非依赖通用框架，这可以显著提升性能。

初学者可能会误以为使用现有平台（如Electron）可以快速开发软件，但实际上这限制了软件的性能和功能。

最佳实践建议：在使用无需人工干预的AI工具时，应特别注意数据泄露风险。

这揭示了最佳实践建议：在训练模型时，应仔细设计奖励机制，以避免意外地鼓励不希望的行为。

最佳实践建议：通过缓存、减少网络跳数、改进安全栈和建立持久连接来优化性能。

最佳实践建议：Symphony优化任务执行流程，确保代理并行处理非阻塞任务。

最佳实践建议：使用Symphony将任务分配给代理，提高工作效率和减少上下文切换。

初学者应关注如何通过提供产品、工具和数据集来构建更协作的研究生态系统。

初学者需要认识到，分享研究成果是推动计算机科学领域进步的关键。

初学者应学习如何将研究成果开放给社区，并应用于实际产品中，这是促进研究发展的关键。

初学者可能容易忽略不同类型研究的重要性，以及不同时间尺度和风险水平对研究环境的影响。

At 1:13:45 into the documentary Best of Enemies: Buckley vs. Vidal (Magnolia Pictures, 2015), William F. Buckley is pictured using what appears to be a Hermes 3000 typewriter.

默认限制API密钥使用范围的做法反映了最小权限原则在AI服务中的实践，这种设计可以有效减少潜在的安全风险和意外成本，应成为行业标准实践。

这个发现令人惊讶且极具价值。作者提出了一个创新的使用模式：Skill作为MCP的'备忘录'，两者形成互补而非替代关系。这种组合既利用了MCP的连接能力，又通过Skill避免了重复探索，代表了AI工具集成的最佳实践。

把人类的软件工程最佳实践（Git版本控制）直接映射给Agent，不仅解决了上下文传递问题，更重要的是赋予了Agent“撤销”的能力。在不可控的生成式探索中，可回滚的安全网是长周期运行的基础。

这是一个极具洞察力的工程经验。Markdown格式对LLM来说太“自由”，易被模型篡改或幻觉覆盖；而JSON具有严格的Schema约束。选择合适的数据格式本身就是一种隐式的Prompt防护栏。

展现了Agent系统设计中的风险控制逻辑：过早陷入底层细节会导致错误级联。让Planner专注于高层目标，将实现路径留给执行层自主探索，有效避免了自上而下的规划谬误，增强了系统的容错性。

这是一个极具启发性的架构思维。开发者常陷入“怎么让用户输入”的交互细节中，却忽略了核心是“系统需要什么数据”。先定义数据契约，再适配输入方式（交互式、参数、配置文件），能瞬间解耦业务逻辑与交互层，大幅提升工具的可组合性。

Aortic dissection typically presents acutely with sudden, severe tearing chest or back pain, often described as lancinating in quality. [5-6] Approximately 50% of patients with thoracic aortic aneurysm may progress to dissection without timely intervention. [5] In contrast, thoracic aortic aneurysm is usually asymptomatic and discovered incidentally during physical examination or imaging for other indications. [5]

Possible indication that the people who know the most about credential innovation, who bring POV that's closer to balcony views than lane views, and who are likely of disproportional value to support institutional strategy, are under-utilized human resources. When it comes to campus strategy, leadership, implementation, and general decision-making related to credential innovation, about 50% of the people at 4-year institutions who should be at the table say they are "not very or not at all involved." Worth noting that at 2-year institutions, where credential innovation is trending in more inspiring directions, 73% are "extremely or very involved." **This could be a key metric. **

CLR Playbook

Transcripts communicate as they are intended to. MCs communicate in a different way, for a different audience.

https://proquest.syndetics.com/news/2025/12/16/top-syndetics-unbound-titles-of-2025/

for - best advice - Michael Levin - don't worry too much about what others say

for - best action - AI - cSTP

Pages 19-20: Brilliant analysis to identify existing partnerships across campus and categorized in smart ways (youth, CE, etc)

We know that this is a high impact strategy (applying learning helps students get jobs that pay well) and learners say they want it. Yet only a third of us offer it.

Huge analytics opportunity that supports student success and feeds future funnel. So there's ROI in retention/completion, as well as new future enrollments.

These "capacities" are a blueprint for how HE can notice, name, and credential the stuff that actually matters.

There's no competition with degrees! Degrees are important, are not under attack, and are already good at what they are intended to do. Innovative credentials address needs the degree isn't necessarily intended to address: verifiability of granular skills and the ability for learners to articulate, demonstrate, and narrate their skills.

Make a list of the best things about each past year or 2001, whether it was in the UK, Canada, Australia or Ireland.

for - stats - natural language acquisition - 1 to 2 year old is age of fastest and best learning

comment - ALG philosophy - replicate the experiences that 1 to 2 year olds have

So perfer rem for font-size and unitless number for else

Best Safari Tours in Tanzania | Online Bookings - FraFri

Meeting Diverse Learning Needs - Accessibility and Accommodations. Las Positas College is committed to creating a teaching and learning environment that facilitates equitable access and helps ensure academic success for all students. As current and future teachers, we all must think about how best to support each of our students and their learning processes.

I can personally experience that Las Positas College not only provides stuents with equal opportuities for admission ,but also requires students to practice such educational philosophy throughout their academic journey in the college.

Naming the important learning => encouraging persistence/success => currency that helps access future opportunities

Credentials must be credentialing something.

2 Keys: this synthesizes with student success, research, and other existing priorities; and executive sponsorship is baked in.

for - wellbeing - is best regarded as a skill - Youtube - Tukdam talk - An Overview Of CHM’s Work On “Well-Being And Tukdam” - Prof. Richard J. Davidson

for - counterculture - fightback against technofeudalism - Indyweb - people-centered - Substack article - Best Served Cold: Luigi Mangione and The Age of Breach - Alexander Beiner

for - comparison - symbolosphere vs physiosphere - assassination of United Healthcare CEO Brian Thompson - Substack article - Best Served Cold: Luigi Mangione and The Age of Breach - Alexander Beiner

for - key insight - algorithmic control - quantitative values subsuming qualitative experience - Substack article - Best Served Cold: Luigi Mangione and The Age of Breach - Alexander Beiner

for - breach events - unpredictability of - from Substack article - Best Served Cold: Luigi Mangione and The Age of Breach - Alexander Beiner

for - book - End Times - Peter Turchin - from Substack article - Best Served Cold: Luigi Mangione and The Age of Breach - Alexander Beiner

for - meme - the age of breach - Alexander Beiner - Article - Substack - Best Served Cold: Luigi Mangione and The Age of Breach Technofeudalism, accountability porn and the new counterculture - Alexander Beiner

for - Technofeudalism: What killed capitalism - Yanis Varoufakis - from - interview - 2008 was the West's 1991 moment - Yanis Varoufakis - from - Medium article - An Emerging Third Option: Reclaiming Democracy from Dark Money & Dark Tech Seven Observations On 2024 and What’s Next - Otto Scharmer - neo feudalism - from - Substack article - Best Served Cold: Luigi Mangione and The Age of Breach - Technofeudalism, accountability porn and the new counterculture - Alexander Beiner

from - interview - 2008 was the West's 1991 moment - Yanis Varoufakis - https://hyp.is/BZ88pKj5Ee-k86snmHsbnQ/www.youtube.com/watch?v=8nTBWf4JgYQ - Medium article - An Emerging Third Option: Reclaiming Democracy from Dark Money & Dark Tech Seven Observations On 2024 and What’s Next - Otto Scharmer - neo feudalism - https://hyp.is/cVix6KtFEe-zA8PBZvgw8w/medium.com/presencing-institute-blog/an-emerging-third-option-reclaiming-democracy-from-dark-money-dark-tech-3886bcd0469b - Substack article - Best Served Cold: Luigi Mangione and The Age of Breach - Technofeudalism, accountability porn and the new counterculture - Alexander Beiner - https://hyp.is/8V9iTrsaEe-Dqq_Oz0oc_Q/beiner.substack.com/p/best-served-cold-luigi-mangione-and

for - YouTube - Fairshare Commons - interview - Graham Boyd - etymology - company - Fairshare Commons principle of inclusivity - reflects influence of unfairness of Apartheid exclusivity - from - YouTube - Fairshare Commons - 8 principles of - Graham Boyd

from - YouTube - What is the best way to turn a regenerative company? - Fairshare Commons - 8 principles of - Graham Boyd - https://hyp.is/6aAtWLXpEe-CbZPjBOu6ew/www.youtube.com/watch?v=AEIMB-odmRU

Summary - It was insightful to hear the association between Fairshare Commons company and Eleanor Ostrom's work on the commons and to recast the company as a group of people stewarding a commons - Graham introduces the etymology of the word "company", as an intentional community that has its roots of people " gathering in the company of others to break bread" - Also interesting to know he is Sorry African and his experience with Apartheid informs his inclusivity principle off the Fairshare Commons

for - YouTube - What is the best way to turn a regenerative company? - Fairshare Commons - 8 principles of - Graham Boyd - to - YouTube - interview - Graham Boyd

to - YouTube - interview - Graham Boyd - https://hyp.is/V_pmiLXqEe--vkvZJO7ehw/www.youtube.com/watch?v=wGwtwDQW1do

In addition, this hints at employMENT verification: this could be a light lift sort of Tier 1 entry point for organizations to be both issuing and consuming credentials. Large employers spend a lot of resources responding to requests to verify former workers' employment histories. If part of off-boarding departing workers includes VCs for official employment verification, that could lead to big savings of time and resources (as long as other employers accept the credentials), as well as accelerate hiring processes that sometimes lead to failed hires bc people find another position that starts sooner. For key HR leaders to start with badging from a place of effortlessly improving their efficiency and costs might be a better place to launch than more involved strategies that offer less immediate value propositions.

This is first I've seen this explicitly stated by an organization

for - developmental journey - human inner transformation - planetary training technology - integrating the best of the east and the west - John Churchill - developmental journey - healing the foundations affects the higher levels of human inner transformation - John Churchill

developmental journey - human inner transformation - planetary training technology - integrating the best of the east and the west - integrating - developmental healing with - attachment to the meditation practice - resulting in: - meditating down instead of - meditating up - Opening up the lower attachment system - by building a powerful field of safety and attunement - dissolves the higher blocks

This guy learns music creation efficiently, by learning the theory first and really analyzing worked examples (the masters). Positively surprises me. I rarely come across a non-learning expert who intuitively uses proper processes for skill acquisition.

Levels of understanding genres: - 0) No understanding Like the song, never heard anything like it before, but no idea about anything. - 1) Basic Understanding Knowing a bit about the name of the genre and subgenres, but you can be wrong. - 2) Immersion Really dive into subgenres and flavors of the main genre... Also a bit of history about the genre. Research. - 3) Structure Breaking down the structure of the tracks in the genre. For example through DAW. Basically first-principles thinking.

To level 1: Song Analyzer tools (for example musicstax or AI). The author recommends everynoise.com too to gain a basic understanding of genres.

To level 2: Find similar songs and artists for your playlists with that genre. Perhaps playlists. Important to understand the origin of the genre.

for - quote / critique - it is upon us, beyond our power to alter, and therefore to be accepted and made the best of. It is a waste of time to criticize the inevitable. - Andrew Carnegie - The Gospel of Wealth - alternatives - to - mainstream companies - cooperatives - Peer to Peer - Decentralized Autonomous Organization (DAO) - Fair Share Commons - B Corporations - Worker owned companies

quote / critique - it is upon us, beyond our power to alter, and therefore to be accepted and made the best of. It is a waste of time to criticize the inevitable. - Andrew Carnegie - The Gospel of Wealth - This is a defeatist attitude that does not look for a condition where both enormous inequality AND universal squalor can both eliminated - Today, there are a growing number of alternative ideas which can challenge this claim such as: - Cooperatives - example - Mondragon corporation with 70,000 employees - B Corporations - Fair Share Commons - Peer to Peer - Worker owned companies - Cosmolocal organizations - Decentralized Autonomous Organization (DAO)

Little confused... this is telling me about how "SAIDs" work... I thought I already learned that... the #1 below seems very CESR related... are SAIDs and CESR tightly coupled? or are they independent concepts? Making an ID with an eye toward how it will be serialized seems... unnecessarily coupled.

for - Gutenberg printing press - initial use - misinformation - witchhunting manuals were the best sellers - Yuval Noah Harari

for - key insight - human vs artificial intelligence - humans will create the best ideas

key insight - human vs artificial intelligence - humans will create the best ideas - why? - because we are - slower - imperfect - less rational - drifting away - forgetting - and we learn from the mistakes we make and from different perspectives shared with us

Importance of setting tone in 1st 2 weeks

Why Is A Madimack Heat Pump The Best Pool Heating System?

قطعه بسیار زیبا درباره فلسفه که در ابتدای تز آورده ام. فلسفه بدان‌سان که تاکنون ....

As a parent, you understand the importance of the early years in your child's life. It's during this formative period that their foundation for learning, creativity, and social skills is established. Choosing a reputable play school in Patel Nagar is the first step in ensuring your child gets the right start. Let's explore the significance of play schools and why gd goenka patel nagar is the ideal choice for your child's early education journey.

PID - Governance

Inconsistent processes for establishing programs, funding programs, and pricing programs

Executive sponsorship => resources allocated.

Executive sponsorship is a $0, very valuable resource.

Manuscript tagging

Human-readable

Appropriate

Characteristics

Characteristics

Characteristics

Characteristics

6 part playbook from Alamo

embedded MCs

Report from 2022 WCET workshop

Interesting data to collect. Relates to the Equity report from Credential Engine: https://credentialengine.org/credential-transparency/equity/

19022023 230626 1-050 R15. SL<br /> o Lido

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Best B school in Kerala

Nowadays Kerala is a promising ideal destination for MBA aspirants because the state is a location of many prestigious business schools with excellent MBA programs. Kerala is regarded as the state with the highest rate of literacy in India and as the centre of the nation's education system. Kerala's rapidly expanding economy, which accounts for roughly 4% of all economic activity in India, makes the state an ideal place to pursue an MBA. Marian Institute of Management is the top-ranked MBA school in Kerala with excellent placement rates.

The MBA programs offered by MIM - The MBA colleges in Kerala with the greatest placement combine top-notch instruction with recruitment to prestigious businesses. Kerala is the top choice for postgraduate study among students all around India. The two-year MBA program develops professionals with entrepreneurial solid skills out of the applicants.

MBA programs give students a thorough understanding of and training in business operations and business administration management. MBA programs are open to students from all backgrounds, including the humanities, sciences, and business. When a student is looking for jobs at reputable organizations, interpersonal qualities like leadership, problem-solving, analytical ability, goal-oriented, and strong communication may be an advantage. The best placements are at MIM, Kerala's leading MBA school.

MIM is a part of Marian College, a reputable institution that attracts MBA candidates with its excellent climate and location in the most picturesque hilly region of the Idukki District. This location is blessed with access to global infrastructure, reasonable fees, and a high hiring rate by prestigious firms. Students choose to study at MIM from all across India and other countries as well.

MIM has been approved by the All-India Council for Technical Education (AICTE), New Delhi, to admit 180 students. The college is approved by the Kerala government and affiliated with Mahatma Gandhi University in Kottayam. The National Board of Accreditation has granted college accreditation (NBA). Since its founding in 2009, the college has had great success placing its graduates in prestigious organizations that offer competitive salaries.

Best B schools in Kerala, MBA admission

For more details

https://miim.ac.in/

!- claim : coordinated action among cities and their citizens may be our best last hope for effective climate and other action at global scale

Look into Eamonn Keogh's papers that won "best paper awards"

https://mleddy.blogspot.com/2010/01/card-file-steals-scene-in-tv-debut.html

The card index in the episode of “Betty, Girl Engineer,” from the second season of Father Knows Best, first aired on April 11, 1956, is ostensibly a rolodex, though the teacher hands out the cards without copying them.

Lots of sexism in this episode...

5.5 Logic, reason, and common sense are your best tools for synthesizing reality and understanding what to do about it.

What does an IT Consultant do?

An IT consultant is a person who offers advice, guidelines and a roadmap for the sourcing, use and management of IT resources and resources. The IT consultant provides organizations with best practices for using IT solutions and services for their business objectives and in solving their problems. He also often gives organizational advice.

Memory usage is a concern? wat

It's a problem, sure, if you're programming the way NPMers do. So don't do that.

This is a huge problem I've noticed when it comes to people programming in JS—even, bizarrely, people coming from other languages like Java or C# and where you'd expect them to at least try to continue to do things in JS just like they're comfortable doing in their own language. Just because it's there (i.e. possible in the language, e.g. dynamic language features) doesn't mean you have to use it...

(Relevant: How (and why) developers use the dynamic features of programming languages https://users.dcc.uchile.cl/~rrobbes/p/EMSE-features.pdf)

The really annoying thing is that the NPM style isn't even idiomatic for the language! So much of what the NodeJS camp does is so clearly done in frustration and the byproduct of a desire to work against the language. Case in point: the absolutely nonsensical attitude about always using triple equals (as if to ward off some evil spirits) and the undeniable contempt that so many have for this.

Using triple equals to check the results of typeof is totally unnecessary, and a sure sign that someone, somewhere has unthinkingly adopted some dubious advice; it's a code smell/red flag.

A standard equality comparison (using ==) does exactly the right thing while also avoiding association with questions/doubts about the quality of the surrounding code.

wat

This site has a total of two pages! Just reify them as proper documents instead of compilation artifacts emitted from an SSG.

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Get the best classical video song

The explanation of Best classical video song in old India is found in the Vedic piece of Hinduism. As these fields were made, sangeeta changed into an obvious sort of workmanship, in an arrangement indistinguishable from contemporary music. The charming piece of the Best classical video song is alloted "sahityam" and sahityam is truly similar to singing the swaras by a wide margin in any case utilizing the bits of the tune. The songs of Samaveda contain melodic substance, progression, beat and metric affiliation. This arrangement is, regardless, not stick out or bound to Samaveda. Best classical video song is the classical music of the Indian subcontinent. It has two huge practices: the North Indian classical music custom is called Hindustani, while the South Indian verbalization is called Carnatic. These practices were not certain until about the fifteenth century. Best classical video song underlines spur of the moment creation and evaluation of all bits of a raga, while Carnatic presentations will generally speaking be short affiliation based. In any case, the two designs keep on having more standard elements than contrasts.

The crucial establishments of the Best classical video song of India are found in the Vedic piece of Hinduism and the old Natyashastra, the model Sanskrit text on execution clarifications by Bharata Muni. The thirteenth period Sanskritic language text Sangita-Ratnakara of Sarangadeva is seen as the persuading substance by both the Hindustani music and the Carnatic music customs.

Best classical video song has two focal parts, raga and tala. The raga, considering a moved game plan of swara (notes including microtones), structures the outside of a basically unusual melodic course of action, while the tala surveys the time cycle. The raga gives a specialist a compass to encourage the song from sounds, while the tala outfits them with an innovative framework for cadenced unconstrained creation using time. In Best classical video song music, the space between the notes is continually more fundamental than the genuine notes, and it everything considered avoids Western classical contemplations like concordance, inconsistency, harmonies, or change.

Best classical video song

Best Instrumental Hindi Songs of All time

The loud piece of sufiscore Best Instrumental Hindi Songs of All time is given out "sahityam" and sahityam is actually like singing the swaras certainly at any rate using the spaces of the tune. The songs of Samaveda contain melodic substance, plan, beat and metric association. This game plan is, regardless, not extraordinary or limited to Samaveda. Best Instrumental Hindi Songs of All time has two focal parts, raga and tala. The raga, considering a varied assortment of swara, structures the outside of a profoundly many-sided melodic course of action, while the tala evaluates the time cycle. The raga gives a specialist a reach to cultivate the tune from sounds, while the tala outfits them with an innovative construction for cadenced unconstrained creation using time. In Best Instrumental Hindi Songs of All time music, the space between the notes is habitually more fundamental than the authentic notes, and it generally avoids Western customary examinations like concordance, inconsistency, harmonies, or change. The foundation of Best Instrumental Hindi Songs of All time in old India are found in the Vedic association of Hinduism. The earliest Indian thought joined three clarifications, syllabic show, melos and dance. As these fields were made, sangeeta changed into a verifiable kind of workmanship, in an advancement muddled from contemporary music. Sufiscore Best Instrumental Hindi Songs of All time is the old style music of the Indian subcontinent. It has two gigantic practices: the North Indian conventional music custom is called Hindustani, while the South Indian verbalization is called Carnatic. These practices were not irrefutable until about the fifteenth century. Best Instrumental Hindi Songs of All time underlines unrehearsed creation and evaluation of all pieces of a raga, while Carnatic grandstands will overall be short connection based. Regardless, the two plans continue to have more common features than contrasts. The central establishments of the Best Instrumental Hindi Songs of All time of India are found in the Vedic game plan of Hinduism and the obsolete Natyashastra, the magnificent Sanskrit text on execution verbalizations by Bharata Muni. The thirteenth period Sanskritic language text Sangita-Ratnakara of Sarangadeva is seen as the convincing substance by both the Hindustani music and the Carnatic music customs.

Best Instrumental Hindi Songs of All time

These questions (I believe) are coming from a place of validating certifications. Experts publish these as helpful guides to understand if and to what degree certifications are trustworthy. In other words, are they worth the paper they're printed on? In the case of micro-credentials, most questions are likely overkill for the proposal process, etc. Given the central role and importance of TRUST however, perhaps providing a version of these questions to stakeholders seeking to propose micro-credentials could be beneficial in pushing their thinking, or at least centering these themes in their thinking.

For some, this is reasonable and rationale. It's the point of the whole enterprise. Yet for others, this take is controversial, as it may threaten the ideals and/or visions of the purpose of Public Education. These stakeholders may ask, "Is it the job of public education to serve industry's needs by preparing proper cogs for the workforce wheels?" At the same time, others may wonder, "Is public education willfully performing a disservice to our students if our credentials are not valued by employers?"

These are important questions to ask, and to answer.

Criteria must be measurable and assessable.

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Time for a new year

"The Guide to Social Science Data Preparation and Archiving is aimed at those engaged in the cycle of research, from applying for a research grant, through the data collection phase, and ultimately to preparation of the data for deposit in a public archive: " from tweet