motionlabs/realworld-queries-140k huggingface dataset:
M2 Mathématiques et Intelligence Artificielle

Capacité d'accueil
30
Langue(s) d'enseignement
Anglais
Français
Régime(s) d'inscription
Formation initiale
Formation continue
Présentation
Collaboration(s)
Programme
Modalités de candidatures
Contact(s)
Semestre 1
Modules fondamentaux (S1) 15 ECTS
Matières	ECTS	Cours	TD	TP	Cours-TD	Cours-TP	TD-TP	A distance	Projet	Tutorat
Méthodes supervisées avancées et data challenge	5	24
Méthodes non supervisées avancées	5	24
Théorie et applications en apprentissage par renforcement	5	24
Parcours à la carte (S1) 15 ECTS
Semestre 2
Parcours à la carte (S2) 12 ECTS
Matières	ECTS	Cours	TD	TP	Cours-TD	Cours-TP	TD-TP	A distance	Projet	Tutorat
Guidelines in statistical learning	4	24
Statistical learning theory	4	24
Statistical theory of algorithmic fairness	4	24
Online learning	4	24
Modèles graphiques: inférence discrète et apprentissage	4	24
Statistique bayésienne et applications	4	24
Deep learning avancé	4	24
Analyse de données multivariées avancée	4	24
Module d'ouverture S2 (UE d'un autre master)	4	24
Séminaire 2 ECTS
Matières	ECTS	Cours	TD	TP	Cours-TD	Cours-TP	TD-TP	A distance	Projet	Tutorat
Séminaire des étudiants	2
Stage/mémoire de recherche 16 ECTS
Matières	ECTS	Cours	TD	TP	Cours-TD	Cours-TP	TD-TP	A distance	Projet	Tutorat
Stage ou mémoire	16
hej,
wciel się w rolę analityka finansowego - będziemy sprawdzać koszty utrzymania samochodu w różnych wersjach. oto nasze założenia:
- przebieg roczny ok 9tys km po mieście
- przebieg na trasach szybkiego ruchu ok 5tys km
- orientacyjna cena paliwa 6pln
- orientacyjna cena prądu: 2pln lidl, 3pln ładowarka na trasie
- orientacyjna cena prądu 1pln w taryfie nocnej, ale koszt wallboxa z instalacją to ok 15tys pln
- koszt ubezpieczenia oc/ac 3000 pln
- koszt przeglądu samochodu elektrycznego rocznie 2 tys pln
- koszt przeglądu i napraw samochodu spalinowego ok 5tys pln
przyjmijmy nastepujące warianty do rozpatrzenia:
- zakup używanego samochodu np. skoda octavia za 50tys pln i 10 tys na wstępny przegląd + ubezpieczenia i przeglądy
- zakup używanego samochodu elektrycznego np. tesla model 3 za 90 tys pln + ubezpieczenia i przeglądy
- wynajem auta elektrycznego np kia ev3 na 3 lata za ok 1300pln + ubezpieczenia
- wynajem auta elektrycznego np hyunday ioniq 5 an 3 lata za ok 1600pln + ubezpieczenia
- leasing konsumencki samochodu spalinowego za ok 1500pln + ubezpieczenia i przeglądy
Przyjmujemy 3 letni okres użytkowania samochodu.
Dodatkowo obliczmy jeszcze wartość rezydualną na koniec tego okresu.
Przygotuj na koniec tabelke z miesięcznym kosztem, całkowitym kosztem, wartoscią rezydualną i wartością końcową (koszt - wartość rezydualna)
设一组初始记录关键字序列(5，2，6，3，8)，以第一个记录关键字5为基准进行一趟快速排序的结果为（  ）。

A
2，3，5，8，6

B
3，2，5，8，6

C
3，2，5，6，8 

D
2，3，6，5，8
Files in huggingface TheyCallMeHex/LCM-Dreamshaper-V7-ONNX:
.gitattributes
Assets/Icon.png
Assets/LCM-Dreamshaper-V7-ONNX.json
Assets/OnnxStack - 640x320.png
Assets/Preview1.png
Assets/Preview2.png
Assets/Preview3.png
Assets/Preview4.png
Assets/Preview5.png
Assets/Preview6.png
Assets/lcm_angel_30_7.5_2092464983.png
Assets/lcm_car_30_7.5_2092464983.png
Assets/lcm_demon_30_7.5_2092464983.png
Assets/lcm_ninja_30_7.5_2092464983.png
README.md
feature_extractor/preprocessor_config.json
model_index.json
scheduler/scheduler_config.json
text_encoder/config.json
text_encoder/model.onnx
tokenizer/merges.txt
tokenizer/model.onnx
tokenizer/special_tokens_map.json
tokenizer/tokenizer_config.json
tokenizer/vocab.json
unet/config.json
unet/model.onnx
unet/model.onnx_data
vae_decoder/config.json
vae_decoder/model.onnx
vae_encoder/config.json
vae_encoder/model.onnx



Can you make a single html file that will load this model and generate an image from the user's prompt?
Can you solve this puzzle?

---

How to Play:

Find four groups of four items that share something in common.

Category Examples:
 • FISH: Bass, Flounder, Salmon, Trout 
• FIRE ___: Ant, Drill, Island, Opal

The above are _examples only_  and by no means exhaustive; categories can be established in various ways, including for example by manipulating/altering four words in the same way, or focussing on a particular component of each, such that they have a shared meaning or association. 

Categories will always be more specific than “5‑LETTER‑WORDS,” “NAMES” or “VERBS.”

Each puzzle has exactly one solution. Watch out for words that seem to belong to multiple categories!

——

PUZZLE:

HELL, WELL, COMP, ORGO, SHELL, MILK, LIT, SICK, PASTE, FIRE, SMOKE, DOPE, CREAM, NETI, ILL, LICK

——


SOLUTION:
請問以下文字的語法清晰嗎？

---

我非常感謝教師允許學生遲交作業，並能以折扣後的分數評量成績。這對於像我這種對RTL設計不熟悉、需要更多時間完成作業的學生而言，大大減輕了心理壓力和負擔。同時，能在補交作業前取得助教提供的完整Testbench，更是讓我受益匪淺。這確保了遲交者的RTL功能正確性，避免了因隱藏測試資料而產生的擔憂，進一步降低了我的壓力。
## (该括号填写该单词)

英音:(该括号填写英音);美音:(该括号填写美音)
### 词根词缀
#### 词源
#### 词根词缀解析
#### 派生词
### 语境:XXX(概括语境)
#### (n./adj./v./...)(概括含义)词性及含义
- **英中例句:**
	- 
- **衍生短语:**
	- 
- **反义词(无则不用写):**
	- 
- **近义词:**
	- 
ps:如果有更多词性,需继续列出全部,格式同上
ps:如果有更多的语境,需继续列出全部,格式同上
ps:严格按照模板生成,多级有序列表之间的缩进为"四个空格",再次强调缩进一定要是四个空格,给我md源码格式,最后给出你的建议

该单词为:malicious
TET1, WIRE1, WIRE2 등등은 사용자의 요청시 마다 변화하는 객체이다. 따라서 구제적 좌표는 계속변한다. 또한 TET1의 경우 위치좌표와 함께 너비와 높이를 고려하여야 한다. 생성하려는 좌표경로가 기존 객체들 중 하나에 가운데 좌표에 위치할 경우에 대한 대비가 없다.
Strategic, tactical, and operational objectives each serve a different purpose in guiding an organisation's direction and operations. Strategic objectives are the high-level, long-term goals set by senior management. These goals are usually broad and future-focused, often aiming to define the overall mission and vision of a business. For example, a strategic objective might be “to become the leading electric car manufacturer in Europe by 2030.” This kind of goal is about shaping the future path and ensuring the company stays aligned with its core mission.

Tactical objectives, on the other hand, are medium-term goals that break down the strategic objectives into more manageable targets. These are typically set by middle management and focus on departmental or team-specific plans. A tactical objective in the same electric car company might be “to increase battery production by 25% within the next 18 months to meet growing vehicle demand.” Tactical goals are more specific than strategic ones and are crucial in bridging long-term vision with day-to-day execution.

Lastly, operational objectives are the most detailed and short-term goals, often set by lower-level managers or team leaders. These focus on daily activities and processes that keep the business running efficiently. For instance, an operational objective could be “to complete 100 vehicle safety checks per day in the manufacturing unit.” These goals ensure that daily operations align with broader business strategies and tactical initiatives.
напиши pyton скрипт который соберет все файлы проекта в один текстовый файл для анализа ИИ в файл включаются файлы с расширениями html, py,yaml, в начале содержимого каждого файла его название и путь должны сканироваться поддиректории - начло сканировать в директории в которой находится сам скрипт, ну и на твой взгляд какие функции надо добавить что бы сократить количество токенов и облегчить ии анализ проекта
The king was discovered dead in his royal bathroom with a single bullet hole in his chest. The guards on duty at the time claim he entered the bathroom, alone, approximately 15 minutes before he was discovered. The bathroom has only one door, which was not opened until after the king was already dead. It has no windows, vents, or any other ways in or out. Additionally, the bathroom is reinforced with steel walls several feet thick. The room was fully cleared prior to and immediately following the assassination, meaning nothing was out of the ordinary. No weapon was found except for a single, rather small bullet.

Clearly, investigators are quite puzzled about what could have gone down. How was the king assassinated?
从LLM的阅读理解、执行生成角度来看，以下哪种提示句写法更优秀？

【A】
规则:{
叙事:线性连贯度≥85%,渐进缓推Δ<10%,逻辑≃前缀;
情绪:⊆人设适应性行为;
时间:现代24小时制;
交互:仅以NPC反馈暗示用户状态}
限制:{
叙事:禁用蒙太奇/闪回;
情绪:禁止刻板代偿(咬唇|指甲掐,抠,刮);
时间:禁用"时辰"表述;
交互:禁止越权用户决策}

【B】
叙事:{
要求:线性连贯度≥85%,渐进缓推Δ<10%,逻辑≃前缀;
禁止:蒙太奇/闪回}
情绪:{
要求:⊆人设适应性行为;
禁止:刻板代偿(咬唇|指甲掐,抠,刮)}
时间:{
要求:现代24小时制;
禁止:"时辰"表述}
交互:{
要求:仅以NPC反馈暗示用户状态;
禁止:越权用户决策}
Krok 3: Zapoznaj się z założeniami do projektu
1.
Projekt symuluje realną sytuację projektową. Ty i Twoja grupa występujecie w roli kierownika projektu. Sam projekt zakłada pewną dowolność w interpretowaniu zdarzeń i proponowaniu rozwiązań projektowych (np. strategii ryzyk czy sposobów rozwiązania danych problemów).
2.
Do poszczególnych zadań wykonywanych w ramach projektu grupowego, przygotowane zostały wzorce dokumentów. Kolejne części (zadania cząstkowe) składają się na cały projekt grupowy, który należy oddać wykładowcy do oceny. Całość projektu będzie stanowić zatem zbiór dokumentów stanowiących logiczny ciąg (jako, że niejednokrotnie jedno zadanie wpływa na drugie i z niego wynika).
3.
Po realizacji każdej części wykładu i ćwiczeń (w podręczniku do ćwiczeń) znajduje się informacja o tym, którą częścią projektu Aurora (którymi mniejszymi zadaniami) powinna zająć się Twoja grupa.
4.
Sytuacja projektu Aurora rozplanowana została w czasie – poniżej znajdziesz opis sytuacji wstępnej „Opis sytuacji The Globe” oraz kolejne zmiany w czasie w częściach A, B, C i D. Po każdej z części zaprezentowane zostały zadania cząstkowe. Kolejne części opisu merytorycznego projektu następują po sobie i wpływają na to, co należy opracować w zadaniach cząstkowych.
你要将用于寄存器详细功能描述的中文描述以英文写出来，保持严谨性，用于填入表格：“
1.写任意值清零owi status error
2.bit3~0为OTP控制寄存器；bit4为数模接口d2a_tb_en信号；bit5为实际的d2a_ana_trim[23]
3.用于owi接口读测试(0x5A)
4.返回owi周期高8bit，周期共9bit
5.100ms内输入正确密码0xc5进入数字模式，在数字模式输入错误密码退出数字模式,读返回0
”
Create a detailed description and review of the architecture for the **Frontier Claim Assignment Portal** based on the provided directory structure and summary details.

Ensure that all elements are clearly organized into sections that correspond to the directory structure, with a focus on purpose, relationships between elements, and overall functionality. Provide insights into how components interact, key technologies used, and architectural patterns that are evident within the portal.

# Steps

1. **Introduction**: Begin with an overview of the system, highlighting its primary purpose and main architecture characteristics.
2. **Directory Breakdown**: Explain the structure and purpose of each main directory and file listed:
   - `/app/` Directory: Detail specific pages, routes, and associated backend logic.
   - `/components/` Directory: Explain the role of UI components and their organization.
   - `/data/`, `/hooks/`, `/lib/`, and `/public/` Directories: Describe static data, custom hooks, utilities, and public asset inclusion.
3. **System Architecture Summary**: Discuss the architectural summary points, putting them into context with the directory structure provided.
4. **Conclusion**: Summarize the architectural strengths, potential limitations, and any noteworthy patterns or technologies used.

# Output Format

The output should be in a multi-paragraph format with clear section headings (e.g., Introduction, Directory Breakdown, System Architecture Summary, Conclusion). Use bullet points where applicable for clarity.

# Notes

- Focus on accurately reflecting the structure and related functionalities as presented.
- Provide insights into how dynamic imports, form persistence, smart field detection, and other highlighted features fit into the broader architecture.
- Mention any potential enhancements or considerations for scalability and performance.
The fundamental problem is Partial Trajectory Alignment under a 7-DoF Similarity Transformation.

Let's break that down:

The Scenario: We have a large, complete ground truth trajectory, which serves as our perfect reference map. We also have one or more smaller submap trajectories. These submaps are generated by a SLAM system running on short sequences and they exist in their own, independent coordinate frames.

The Unknowns:

Position: We don't know where on the ground truth map each submap belongs. The submap could correspond to the beginning, the middle, or any other segment of the ground truth.

Transformation: The submaps are not aligned with the ground truth. To align them, we need to find a 7-Degree-of-Freedom (7-DoF) transformation which includes:

Translation (3 DoF): The (x, y, z) offset.

Rotation (3 DoF): The orientation difference.

Scale (1 DoF): The size difference between the submap and the ground truth.

The Goal: The objective is to write an algorithm that can take each submap and automatically find the specific segment of the ground truth trajectory that it best corresponds to. While doing this, the algorithm must also calculate the precise 7-DoF transformation (scale, rotation, translation) required to perfectly overlay that submap onto its correct place on the ground truth.
Color = {(α, c) | α∈(0, 1], c∈[-1, 1]}⋃{(0, 0)}
特に指定がないときA=(αA, cA)のように表記する。
またこのときのαAをアルファ部、cAをカラー部という。

アルファブレンド⊕を次のように定義する。
⊕:Color x Color -> Color
A⊕B = (αA(1-αB)+αB, αA(1-αB)cA+αBcB)
これには色Aに色Bを重ねたときの色という意味を期待している。

このとき、アルファブレンドのカラー部はcA, cBについての凸結合である。
また(Color, ⊕)はモノイドでもある。
単位元は(0, 0)で結合則は凸結合を利用して証明可能。
また、そのアルファ部に関しては可換モノイドでもある。
---
これくらいまでは考察できた。
もっと考察したい。
Give me new ideas for B2B industries and companies that are naturally vulnerable to AI disruption in the next 5–10 years. 
Focus on sectors where AI can automate tasks, reduce costs, or improve efficiency. 
Provide examples of companies in each sector, explain why they are at risk, and reference current trends (e.g., AI adoption, startup innovations).
Prioritize industries where disruption is inevitable due to the inherent scalability and efficiency of AI solutions.
Think of fresh new ideas that have very low competition but huge potential and often overlooked by many. Be creative, think differently.
میخوام یه وبسایت فروش انواع قهوه و وسایل باریستا و ... بزنم. اسمش brew day (برو دی) یعنی روزی برای دم کردن. حالا ۱۰ تا شعار خوب بهم معدفی کن. کوتاه و مفید و خاص و جدید و به‌یادماندنی. مهم نیست چقدر زمان بزاری ولی نتایجی میخوام که جایی ندیده باشم
Could you propose a commit message for the revision?

Before:

```

#. Ethernet cables * 3

   - Three Ethernet cables are required for connecting the PC to the router, the Development board to the router, and the router to the WAN.
```

After:

```

#. Ethernet cables * 3

   - Three Ethernet cables are required for connecting:
   
     #. the PC to the router,
     #. the development board to the router, and
     #. the router to the WAN.
```
The image features the word "ClearAI" in a stylized, elegant font.
The text is perfectly centered, both vertically and horizontally in the image.
The letters are black, contributing to a clean, minimalist aesthetic.
The background is a soft light beige or cream tone, offering a subtle and uncluttered backdrop.
The overall style is modern, sophisticated, and emphasizes refined simplicity.

There are no icons, no symbols, and no decorative elements — just the word “ClearAI” alone.

The color palette is muted and calming, focused on a light, neutral scheme with black text on a beige background.

The layout is symmetrical and balanced, with a straight-on perspective, no shadows, no depth, and no embellishments.
The atmosphere feels serene, calming, and luxurious — ideal for a wellness or skincare brand focused on clarity, purity, and trust.
Было 3 группы людей по 15 человек, они проходили три теста. В каждом из тестов первые 15 вопросов закрытые, дают по 1 баллу при правильном выполнении, и следующие 3 вопроса открытые, дают от 0 до 5 баллов.

Контрольная группа (первая) показала незначительное повышение баллов во втором тесте, что исследователи связали с уменьшением тревожности и адаптацией к формату тестирования. В третьем тесте результаты вернулись к исходным показателям.

Игровая группа (вторая) продемонстрировала значительное улучшение во втором тесте. Особенно сильно возросли их баллы за открытые вопросы — участники давали более развёрнутые и аргументированные ответы. С третьим тестом они также справились лучше, чем с первым, хотя и хуже, чем со вторым, однако тенденция давать качественные ответы на открытые вопросы сохранилась.

Лекционная группа (третья) также улучшила свои показатели во втором тесте, преимущественно за счёт роста результатов по закрытым вопросам. Однако в третьем тесте наблюдалось более заметное возращение их результатов к исходному уровню, особенно в разделе открытых заданий.

Придумай реалистичные конкретные цифры и их анализ
reduktor ciśnienia CO2/Ar z rotametrem ze strony "https://delmet.pl/reduktory-do-gazow-technicznych/reduktor-co2ar-z-rotametrem.html?utm_source=google&utm_medium=cpc&utm_campaign=22396805984&gad_source=1&gad_campaignid=22400328856&gclid=CjwKCAjw7fzDBhA7EiwAOqJkhyYIbnzGCZzEqfXtBH2SNQwujLeGwnN2woFzNTY-KRA5brxsI-U_oxoC6X8QAvD_BwE " w dolnej części pod manometren ma śrubkę regulacyjną. Do czego ona służy?
OK. Czy uwazasz ze ta struktura jest odpowiednia? Jesli trzeba zmiany - nanies.
POtrzebuje tego narzedzia na webinar / warsztat online, ktory jestem w stanie poprowadzic w ciagu 60-90 minut. Blizej 60. 
Chce, zeby efektem takiego warsztatu online lub webinaru byl wypelniony plan webinaru, ktory z jedne jstrony. -bedzie dawal im poczucie ze 'cos wykonalem' , z drugiej - jestem podekscytowany bo bylo nic a teraz mam, z trzeciej - jestem overwhelmed bo to brzmi jak w chuj duzo pracy, wiec zapytam goscia tego co prowadzi ten warsztat czy moze mi pomoc to zorganizować.
On a webpage of a website I have a table with `class="table_table__8D7gp"`.
Below that I have a button with `class="MuiButtonBase-root MuiButton-root MuiButton-contained MuiButton-containedSecondary MuiButton-sizeSmall MuiButton-containedSizeSmall MuiButton-colorSecondary MuiButtonGroup-grouped MuiButtonGroup-groupedHorizontal MuiButtonGroup-groupedContained MuiButtonGroup-groupedContainedHorizontal MuiButtonGroup-groupedContainedSecondary MuiButton-root MuiButton-contained MuiButton-containedSecondary MuiButton-sizeSmall MuiButton-containedSizeSmall MuiButton-colorSecondary MuiButtonGroup-middleButton css-cbvs2h"`
This button switches to the next part of the table.

How can I scrape this in web browser? I want each of the table pages saved in new file.
সোশাল মিডিয়ার জন্য অপ্টিমাইজ করে সাজাও - 

নতুন চাঁদ কী?
পুরান চাঁদ কী?
চাঁদকে চিকন কেন দেখায় বা মোটা কেন দেখায়?
অমাবস্যা কাকে বলে?
পূর্ণিমা কাকে বলে?
প্রতিদিন কেন এগুলো হয় না?
চাঁদ সূর্য প্রতিদিন কোথায় চলে যায় আবার কোত্থেকে আসে?
সূর্যগ্রহণ কী ও কেন হয়?
চন্দ্রগ্রহণ কী ও কেন হয়?
এগুলো কি গ্রহণ নামকরণের কী কারণ?
উত্তর ও দক্ষিণ মেরুতে ৬ মাস দিন ও ৬ মাস রাত কেন হয়? 
দিন বড়-রাত ছোট বা রাত ছোট-দিন বড় এর রহস্য কী?
সারা পৃথিবীতে একসাথে চাঁদ দেখা যায় না কেন? 
কোন দেশে কখন কোথায় চাঁদ দেখা গেছে বা ভবিষ্যতে কোথায় দেখা যাবে এটা বলা কি সম্ভব?
-------- 
মারকাজের একাডেমিক কার্যক্রম চলাকালীন দারস বহির্ভূত মুতালাআ করার সময়-সুযোগ হয়ে ওঠে না। তাই ঈদের এই ফাঁকা সময়টাকে কাজে লাগিয়ে উপরের প্রশ্নগুলো হল করলাম। 

দুঃখজনক হলেও সত্য, আমরা উলামায়ে কিরাম এই বিষয়গুলো সম্পর্কে একদমই অজ্ঞ, অথচ ইসলামের প্রধান প্রধান ইবাদতগুলো কিন্তু এই চাঁদের উপর নির্ভরশীল। 

আমি স্বপ্ন দেখি- নতুন প্রজন্মের উলামায়ে কিরাম স্মার্ট হবে, যুগের সাথে তাল মিলিয়ে নিজেকে এডুকেট করবে, নেতৃত্ব দেবে। 
কে কে আছেন এগুলো জানতে চান? 
কমেন্ট করুন দেখি। 
ভালো সাড়া পেলে একটা পডকাস্ট এর আয়োজন করার ইচ্ছা আছে। Happy learning ⭐
Стал ощущать, что смотрю на мир, взаимодействие людей, как на взаимодействие микроорганизмов в микроскопе. С чем может быть связан такой взгляд. Как будто каждый микроорганизм заброшен, его коммуникация тривиальна, его дейтсвия многообразны, функциональны и тд
Identify the most visually dramatic and geologically prominent cliffs, monadnocks, or escarpments within the Blue Ridge Mountains that rise steeply above surrounding terrain and offer wide, unobstructed panoramic views. Prioritize locations with sheer drop-offs of at least 300 feet, especially those with natural rock faces rather than forested summits. Exclude peaks heavily surrounded by other ridges or obstructed viewpoints. For each site, include:

Name

Elevation

Prominence

Approximate vertical drop on the steepest face

Cardinal direction the cliff faces

Coordinates (lat/lon)

Whether the cliff is visible from below (e.g., skyline-defining features)

Presence of established trail access or known overlook

Brief description of what makes the view or drop visually or geologically extraordinary."
Good afternoon, as part of improving our effort estimation process, we’re planning to conduct a couple of sessions that will benefit everyone and help establish best practices across the team. To support this, I would appreciate your help in preparing a few use cases. These will be shared with developers for effort estimation exercises. Specifically, it would be great if you could prepare five use cases with clear problem definitions:

2 Simple 2 Moderate 1 Complex I will leave the format and content approach to you, feel free to use any tools, including LLMs, if that helps. If you run into any challenges, I am happy to assist. It would be great to have the use cases ready by next Wednesday.

So this the email that I received now I want those scenarios. Where after giving such scenarios the developer will tell the estimated time to implement those. for e.g. there is one user registration form, need to fill the details after successfull registration the confirmation or success email is received. So I want the usecases , please provide me the best usecases
Tôi đang chuẩn bị làm bài báo cáo AOP cho quý 2 là nhà trình bày chuyên nghiệp, theo bạn tôi nên trình bày các kết quả đã làm trong quý 2, trước khi vào phần kết luận là các KPI đạt rớt thế nào hay ngược lại. Thực tế là có nhiều việc phát sinh, nên trong quý 2 rất nhiều kpi không đạt
On Twitch Rust Rivals where team disguised toast fight against spanish streamers, there was this big drama where the spanish streamers were using this " ñ " letter that they spam against the primarily american streamers. They claim that "americans are scared of this letter" which I think you probably know why. Nothing was done by twitch or the administrator, but do you think the spanish streamer should be punished? or do you think spamming " ñ " is harmless "fun"?
你距离是次行程的终点站——大浪湾愈来愈近了。当你朝海边的方向前进，透过丛木缝隙可瞥见这个自然纯净的白色小沙滩。大浪湾海滩以其风高浪急而闻名，一直以来吸引了水上运动爱好者慕名而来。海滩附近设施齐备，有洗手间、淋浴间和更衣室，你可以在那里梳洗一番，或跳入海中降降温，或到海旁的小食店喝一杯啤酒，慰劳疲倦的身躯，顺道庆祝自己征服了这趟难忘的远足之旅。翻译，用词简单，适当用长句与短句，通顺流畅
If I uncomment the last line, hte table doesn't show up anymore. How do I fix this?
```
\begin{table}[h]
\centering
\begin{tabular}{l c c l c c}
\hline
\multicolumn{3}{l}{\textbf{Input variables}} & \multicolumn{3}{l}{\textbf{Output variables}} \\
\hline
\textbf{Variable} & \textbf{Unit} & $N_z$ & \textbf{Variable} & \textbf{Unit} & $N_z$  \\
\hline
Temperature & K & 60 & Heating tendency & K s$^{-1}$ & 60 \\
Specific humidity & kg kg$^{-1}$ & 60 & Moistening tendency & kg kg$^{-1}$ s$^{-1}$ & 60 \\
Cloud liquid mixing ratio & kg kg$^{-1}$ & 60 & Cloud liquid mixing ratio tendency & kg kg$^{-1}$ s$^{-1}$ & 60 \\
Cloud ice mixing ratio & kg kg$^{-1}$ & 60 & Cloud ice mixing ratio tendency & kg kg$^{-1}$ s$^{-1}$ & 60 \\
Zonal wind speed & m s$^{-1}$ & 60 & Zonal wind tendency & m s$^{-1}$ s$^{-1}$ & 60 \\
Meridional wind speed & m s$^{-1}$ & 60 & Meridional wind tendency & m s$^{-1}$ s$^{-1}$ & 60 \\
Ozone volume mixing ratio & mol mol$^{-1}$ & 60 & Net surface shortwave flux & W m$^{-2}$ & 1 \\
CH4 volume mixing ratio & mol mol$^{-1}$ & 60 & Downward surface longwave flux & W m$^{-2}$ & 1 \\
N2O volume mixing ratio & mol mol$^{-1}$ & 60 & Snow rate & m s$^{-1}$ & 1 \\
Surface pressure & Pa & 1 & Rain rate & m s$^{-1}$ & 1 \\
Solar insolation & W m$^{-2}$ & 1 & Visible direct solar flux & W m$^{-2}$ & 1 \\
Surface latent heat flux & W m$^{-2}$ & 1 & Near-IR direct solar flux & W m$^{-2}$ & 1 \\
Surface sensible heat flux & W m$^{-2}$ & 1 & Visible diffused solar flux & W m$^{-2}$ & 1 \\
Zonal surface stress & N m$^{-2}$ & 1 & Near-IR diffused solar flux & W m$^{-2}$ & 1 \\
Meridional surface stress & N m$^{-2}$ & 1 & & \\
Cosine of solar zenith angle & & 1 & & \\
Albedo for diffuse longwave radiation & & 1 & & \\
Albedo for direct longwave radiation & & 1 & & \\
Albedo for diffuse shortwave radiation & & 1 & & \\
Albedo for direct shortwave radiation & & 1 & & \\
Upward longwave flux & W m$^{-2}$ & 1 & & \\
Ice areal fraction & & 1 & & \\
Land areal fraction & & 1 & & \\
Sea areal fraction & & 1 & & \\
Snow depth over ice & m & 1 & & \\
% Snow depth over land & m & 1 & & \\


\hline
\multicolumn{2}{l}{Size of stacked vectors} & 557 & \multicolumn{2}{l}{} & 368 \\
\hline
\end{tabular}
\caption{Table showing input and output variables, their units, and their number of vertical levels $N_z$ for the original ClimSim paper. \label{tab:inputsoutputs_ClimSim1}}
\end{table}
```
제시된 '자작나무 아치 방' 번역은 적절하지 않다고 판단됩니다.
이유:
나무 종류 오류: 'Birch'는 마인크래프트에서 백양나무를 의미합니다. '자작나무'는 Oak(참나무)를 지칭하므로 틀린 번역입니다.
표현의 자연스러움 부족: '아치 방'이라는 표현은 조금 어색합니다. '아치'는 구조물의 일부 형태일 뿐, 방 전체를 '아치 방'이라고 부르는 것은 자연스럽지 않습니다.
더 좋은 이름 제안:
이미지를 보면 백양나무 나무판자로 지붕이 아치 형태로 만들어진 공간인데, 비교적 넓고 높은 느낌이 있으므로 '홀(Hall)'을 사용하는 것이 자연스러울 수 있습니다.
백양나무 아치 홀: 가장 기본적이고 정확하게 수정한 이름입니다. 나무 종류를 '백양나무'로 고치고, 공간의 느낌을 살리기 위해 '방' 대신 '홀'을 사용했습니다.
백양나무 아치 구조 홀: '아치 구조'라는 표현을 추가하여 방의 특징을 더 명확히 할 수 있습니다.
백양나무 교차 아치 홀: 이미지의 지붕이 마치 여러 개의 아치가 교차하는 모습처럼 보이므로 이를 반영한 이름입니다.
만약 '방'을 그대로 사용하고 싶다면 **"백양나무 아치 방"**도 기존 번역보다는 훨씬 정확합니다.
翻译成中文
Agora baseado nessas personas quero desenvolver uma campanha com 20 dias de posts, reels, carrosséis e outros tipos de postagens. Quero o conteúdo para ao menos 3 postagens por dia. Descreva detalhadamente cada post, dê-me as falas, ideias de artes. Devemos incitar a pessoa a buscar mais conhecimento pelo que se interessar usando CTAs e frases de efeitos, pode usar frases com contexto duvidoso mas nada inadequado ao Instagram, mensagens de duplo sentido que gerem curiosidade
小華是人類，小華在環型的操場跑步，在小華前面有不重覆的5個人，在小華後面也有不重覆的5個人，請問操場上(包含小華)一共多少人？答案是一共5個人，為什麼？

翻譯成邏輯嚴格的英文，將小華換掉
I have a contact at the san diego union tribune and i want to pitch them on publishing a special addition of the entire newspaper.  The premise of the special addition is it is dated July 4th, 2030.  The headline article of the paper is nothing spectacular, just normal everyday news, but speculative on the downward trajectory of wealth inequality and injustice, fear parenting, wide spread adoption of ai, social media, stigma against homelessness, healthcare inequality, autonomous stock trading, etc..
best of these? Plugin	Issue tracker	Comments
TurtleSpira	SpiraTeam	Closed Source
TortoiseRally	Broadcom	Open Source
TurtleMine	Redmine	Open Source
Atlassian Jira	Jira	Open Source
JiraSvn	Jira	Open Source
TurtleALM	Micro Focus	Open Source
TurtleTFS	Microsoft Team Foundation Server	Open Source
TracExplorer	Trac	Open Source
SubversionOne	CollabNet	Open Source
TurtleSift	Sifter	Open Source
YurtleTrack	JetBrains YouTrack	Open Source
- only entirely free ones please
Potrzebuję Twojej pomocy w znalezieniu w internecie ogłoszeń. Mam robot koszący mgc500 Redkey, jest tam bateria Li-Ion 18V 2500mAh z trojprzewodową wtyczką. Chcę dokupić dodatkową baterię na zmianę, znajdź mi w internecie ogłoszenia, gdzie mogę ją kupić z dostawą do Polski, może być taka sama lub większa
Create me a chat application that will be used for an AI assistant called "CryoAI".
For the available models, there are:
* Frost: The smallest model, 0.75x Token Usage
* Blizzard: The everyday model, 1x Token Usage
* Glacier: Big reasoning model, 1.25x Token Usage
Make sure to add controls for uploading files, images, linking a github repo and a google drive integration under a context menu that can be accessed via a plus icon next to the prompt.
I want a sidebar where users can select previous chats. The AI model selection should be inside a separate settings tab.

Make sure to include a subtle background animation that is not too distracting. Use dark colors for the background that creates a good contrast from the white text.

### Styling & Animation
- **CSS Framework**: [TailwindCSS](https://tailwindcss.com/)
- **Animation Libraries**: [FramerMotion](https://motion.dev/) + [AnimeJS](https://animejs.com/) (choose best fit per task)
- **Design System**: Neomorphic + Glassmorphism
- **Icons**: Try to use icons from lucide first before creating your own
- **Sizing**: Always optimize the application for desktop and keep mobile support as a secondary constriant
### Color Palette
- **Switchable Themes**: Make sure to always make the components compatible with a light and dark theme
- **Primary**: Deep Purple (#8B5CF6), Electric Blue (#3B82F6)
- **Background**: Dark gradient (#0F0F23 → #1A1A2E), make sure to make the background not too distracting or flashy
- Extend palette as needed for design consistency
I'm running CogView4 from diffusers and I get error in text_encoder . How do I fix it and what's the reason?

cogview_encoder.py", line 103, in _get_glm_embeds
    prompt_embeds = self.text_encoder(text_input_ids.to(device), output_hidden_states=True).hidden_states[-2]
File "/home/jovyan/3dgen/users/nsoboleva/envs/cupy_tex/lib/python3.10/site-packages/transformers/models/glm/modeling_glm.py", line 561, in forward
    inputs_embeds = self.embed_tokens(input_ids)
torch/nn/functional.py", line 2246, in embedding
assert padding_idx < weight.size(0), "Padding_idx must be within num_embeddings"
AssertionError: Padding_idx must be within num_embeddings
i am trying to make a script that will auto install lm-studio when i download a new update for it but because i use ubuntu and they have screwed up the way the sandboxing works it is a big pain to install that is why im making it so this is what i have so far:
lm-studio-path=$(find "~/Downloads" -type f -regex "^LM-Studio-.*-x64.AppImage$" -printf '%T@ %p\n' | sort -n | tail -1 | cut -d' ' -f2-)
if [[ -z "$lm-studio-path" ]]; then
    echo "No matching file found"
    exit 1
fi
sed -i "5s/.*/${"exec="+lm-studio-path}/" "/usr/share/applications/LM-Studio.desktop"
sudo nano /etc/apparmor.d/

im following this guide for the workaround: Create a Custom AppArmor Profile
The most secure solution is to create a custom AppArmor profile for your AppImage4:

BASH
# Create a new AppArmor profile file
sudo nano /etc/apparmor.d/appimage.yourapp
Add the following content (replace the path with your AppImage location):

TEXT
profile appimage.yourapp /path/to/YourApp.AppImage flags=(unconfined) {
    userns,
}
Then load the profile:

BASH
sudo apparmor_parser -r /etc/apparmor.d/appimage.yourapp
sudo systemctl reload apparmor
im lazy can you fill in the rest
llama.cpp error:
CMake Warning (dev) at /usr/share/cmake-3.31/Modules/FindCUDAToolkit.cmake:1016 (file):
 Given path:
   /usr/local/cuda-12.6
 does not refer to an existing path on disk.
Call Stack (most recent call first):
 ggml/src/ggml-cuda/CMakeLists.txt:3 (find_package)
Napisz program treningowy dla siatkarek, poza sezonem, w okresienbudoeano siły, znam  maksymalne obciążenia dla przysiadaj, wyciskania na klatkę , OHP, wiosłowania gryfem i martwego ciągu, zaprogramuj trening na jutro, uwzględnij tempo, przerwy między ćwiczeniami, obciążenia oraz ilość serii i powtórzeń
take the role of lecturer to design reflection assignment. last semester i have this topic: Topic 2: International players, institutions, political and economic context:  
Reflect on your personal interest in international business: Identify a company in Vietnam that you think has potentials to go global (Note: the company you choose must not have conducted foreign direct investment yet). Why do you think the company has the potentials to internationalise? If it decides to internationalise, which form of integration do you think it should adopt and why? Additionally, choose a specific country where you think the company should expand, analyse the country's political and economic contexts as well as tariffs, quotas, and/or subsidies in the chosen country that are relevant to the company, and evaluate how transnational organisations might influence the company’s internationalisation. Provide concrete evidence and also examples from your own observation or experiences. Please note that it is important to go beyond description by critically analyzing the topic, drawing insights, relating to the content and discussions in class, and supporting your analysis with reliable references based on theoretical considerations, academic sources and recent real-life examples (including personal experiences, businesses, and/or countries). Additionally, reflect on how the topic relates to you, offering unique insights that inform your learning strategies and shape your career aspirations., now make me new one:
viết bài về Chức năng của hệ thống cảnh báo thiên tai và an toàn hàng hải
giải thích Vì sao cần tích hợp quan trắc KTTV vào hệ thống cảnh báo thiên tai và an toàn hàng hải?
các sản phẩm của công ty tnhh Đất Hợp cung cấp hệ thống quan trắc KTTV dành cho cảnh báo thiên tai và an toàn hàng hải
a photorealistic image of a young woman with brown hair in braids, wearing a blue (large round) micro bikini barely covering , aviator sunglasses, and a necklace, kneeling in the shallow surf of a beach with waves crashing behind her, under a bright blue sky with scattered white clouds, with a big smile on her face and her hands resting on her slender thighs. --v 5 --q 2 --ar 3:2
напиши введение для курсовой работы на тему: порядок расчета удержаний из заработной платы, Введение должно содержать актуальность темы, описание проблемы, которая будет решена в рамках курсовой работы, а также цель, задачи курсовой работы, предмет и объект исследования. По объему введение не должно превышать 2–3 страниц текста.
сделай введение по следующему уже запланированному содержанию:
Введение……………………………………………………………………………...4
1. Порядок расчета удержаний из заработной платы………………………………6
1.1. Сущность и классификация удержаний из заработной платы ………………..6
1.2. Нормативно-правовое регулирование удержаний из заработной платы в РФ ………………………………………………………………………………………11
1.3. Процесс расчет удержаний из заработной платы………………………….20
1.4. Ошибки и проблемы при расчете удержаний ………………………………24
2. Выполнение практического задания курсовой работы……………………28
Заключение………………………………………………………………………33
Create a compelling but not too long post for a community Facebook group using the basic skeleton below. Use your imagination to add more details and create urgency and persuade people.

Many people are dissatisfied about the recent changes on the OC Transpo bus schedules.
This disproportionality affects newcomers, seniors, school going children and other vulnerable groups.
Is there an email or something where public can showcase their unhappiness and lodge grievance for the same?
Посмотри, как написана эта новость и по аналогии с ней напиши ещё о шаровом кране учитывая его описание.
На САЗ освоено производство крана шарового КШ 15.40.6430.130
На ЗАО «САЗ» освоено производство крана шарового КШ 15.40.6430.130 с уплотнением в затворе «металл по металлу» для эксплуатации в экстремальных условиях. Новое изделие предназначено для работы с жидкими и газообразными абразивосодержащими средами, включая нефтепродукты, при температурах от -60 до +190°C. Кран рассчитан на номинальное давление 4,0 МПа и обеспечивает высший класс герметичности затвора «А» по ГОСТ 9544-2015. Корпус крана изготавливается из низколегированной стали 09Г2С, что обеспечивает надёжную работу изделия в климатическом исполнении УХЛ1. Штуцерное присоединение к трубопроводу и максимальное усилие на штоке 50 Н*м делают кран удобным в монтаже и эксплуатации. Конструкция с подпружиненными элементами затвора гарантирует стабильную герметичность независимо от направления потока рабочей среды, что особенно важно при работе с агрессивными и абразивными средами.


Кран шаровой с уплотнением металл по металлу
Обозначение: КШ 500.40.3137.233
Номинальное давление: PN 4,0 МПа
Среда: Газ, вода, пар, товарная нефть и нефтепродукты.
Температура среды t°: Не более +190°C
Материал корпуса: 09Г2С	
Климатическое исполнение по ГОСТ 15150-69: У1
Класс герметичности затвора по ГОСТ 9544-2015: «А»
Присоединение к трубопроводу: Фланцевое
Максимальное усилие на штоке: 16000 Н*м.
Explain this to me in a simplified way:

Explain to me like I am five:

Policy

The contract of marine insurance is made as soon as the proposal is accepted by the insurer, although the policy may not be issued until later. But before the policy is issued, it is usual to issue a doc lalled the slip, which is a short memorandum of the Contract evidencing the date of the commencement of the insûrance. Note that no action can be brought against the insurer by the insured until the policy is issued. The slip cannot be sued upon, but where there is a duly stamped policy reference may be made to the slip in any legal proceedings. Policies are of the following kinds i.e. Voyage policies, Time policies, mixed policy (both time and voyaged), valued policies, unvalued policies.
Using this Typescript interface,  I want to create a service or system that fetch Job from Overseas, Africa, and Nigeria based on what industry of the user in the interface :

export interface INeedAssessment extends Document {
  industry: string;
  priorExperience: string;
  experienceYears: string;
  skills?: string[];
  jobDescription?: string;
  createdAt?: Date;
  updatedAt?: Date;
}

In this format :

      title: job.title,
      company: job.company.display_name,
      location: job.location.display_name,
      description: job.description,
      url: job.redirect_url,
      postedDate: job.created,
      source: 'Adzuna',
J'utilisais l'API XTB pour obtenir les données en ticks toutes les 200 ms en temps réel  pour l'indice NASDAQ cfd, mais XTB vient t de fermer l'accès à l'API. Je ne peux pas le créer de compte 'reel' sur IG market et 'ibkr'. J'insiste sur le fait qu'il me faut des 'ticks data'  en live , en temps réel (je ne veux pas des bougies en minutes). Comment faire? Combien ça coûte ? Cest par mois? C'est sans engagement mensuel ? Faut il obligatoirement un compte reel ou un compte démo suffit? Je trade minimum 7 heures par jour et plusieurs symboles a la fois.
Wczuj się w rolę specjalisty do sprzedaży na allegro. Znajdź sposób zdobywania top oferty w naszych ofertach oto nasz listing https://allegro.pl/uzytkownik/4happy  JAk widzisz większoś ofert jak ta poniżej nie ma oznaczenia top oferta https://allegro.pl/oferty-produktu/janod-magnetyczna-ukladanka-magnetibook-kostiumy-dziewczynka-e043beb2-9382-45e3-83e4-22fa47a48e61?invoices-b2b=1  Skutkuje to tym że nie jesteśm zbyt widoczni. Nie chcemy korzystać z promowań ale weź ich wagę pod uwagę, możemy dodać jakiś adsy bo obenie to robimy jednak ich koszt to extra +10% marży dla allegro jak masz pytania to zadaj je proszę
check if this logic is correct which is written in powerbi : Task Status = 
VAR Today = TODAY()
VAR IsComplete = [Completion%] = 1
VAR HasFutureRevisedDate = NOT(ISBLANK([RevisedDate])) && [RevisedDate] > Today
VAR HasFutureFinishDate = [FinishDate] > Today
VAR IsDue = OR(HasFutureRevisedDate, HasFutureFinishDate)
RETURN
    IF(
        IsComplete,
        "Completed",
        IF(
            IsDue,
            "Due",
            "Overdue"
        )
    )
Now we have a code function:

```jave
public class Solution {
    public int backPackII(int m, int[] A, int[] V) {
        int n = A.length;
        int[][] backpack = new int[n + 1][m + 1];
        for (int i = 0; i < n; ++i) {
            for (int j = 0; j <= m; ++j) {
                backpack[i + 1][j] = backpack[i][j];
                if (j >= A[i]) {
                    backpack[i + 1][j] = Math.max(backpack[i + 1][j], backpack[i][j - A[i]] + V[i]);
                }
            }
        }
        return backpack[n][m];
    }
}
```

when `m` = 40, A = [20, 10, 3, 8, 6, 33], V = [3, 1, 2, 2, 4, 0]. What is the value of backpack[5][28] after code execution.
450 players will play a series of games.
Rules:
- Each game is designed so that 40% to 60% of participants will lose. Chance of winning is the same for every player.
- After each game, anyone who has lost is executed. The remaining players may then vote to either end the games, or continue to the next game.
- For each player executed, 100000 dollars is added to the prize pool, which starts at 0.
- If over half of the remaining players vote to end the games, the games end, and everyone alive leaves.
- The games end automatically if there's only one player left.
- When the games end, all money in the prize pool is evenly distributed to all players alive.
- Each player has a 2 million dollar debt. If the games end and a player leaves with less than 2 million dollars, they have a 90% chance of getting killed by their creditors.

Question:
At what point does it make sense for the players to vote to end the games?
>>258598
>алиены летают на кораблях 18го века
Звучит как кринжевое шизо-днище. Есть что-то посерьёзнее, твердота?
>>258636 
Аноним
06/07/25 Вск 19:49:41
№
258636
>>258632
Это и есть твердота. Всё зависит от материалов н твоей планете.
>>258646 
Аноним
06/07/25 Вск 21:23:46
№
258646
>>258636
И как они на технологиях 18го века смогли в межпланетные полеты?

(объясчни строго научно, в рамках научной фантастики)
سلام من میخوام که در مورد 3 تازمینه برای ساخت اموزش به من کمک کنی که متقاضی زیادی داشته باشه و همین طور بتونم با ایجاد محصول یا ویدیو اموزشی مربوط به اون زمینه پول از فروش انها در بیارم
ROW 1; 4, 7, 21, 32; 41, 47, 28
Row 2; 18, 20, 30, 35, 47, 49, 44
Row 3; 12, 15, 25, 26, 29, 41, 42
Row 4; 6, 11, 17, 22, 27, 43, 24
Row 5; 19, 26, 28, 29, 46, 49, 32
Row 6; 13, 26, 27, 41, 45, 49, 46
Row 7, 6, 12, 29, 32, 34, 46, 16
Row 8; 12, 22, 27, 29, 32, 34, 9
Row 9; 10, 15, 28, 31, 34, 40, 48
Row 10; 4, 11, 26, 29, 34, 35, 18
Row 11; 6, 14, 15, 19, 45, 47, 17
Row 12; 5, 6, 16, 21, 24, 35, 37, 
Row 13; 12, 16, 28, 29, 38, 47, 26
Row 14; 1, 2, 13, 15, 41, 46, 27
Row 15; 18, 22, 24, 33, 39, 44, 3
Row 16; 9, 15, 27, 30, 34, 39, 19
Row 17; 9, 13, 35, 40, 45, 48, 26
Row 18; 6, 25, 32, 36, 39, 45,13
Row 19; 5, 19, 30, 40, 44, 45, 26
Row 20; 7, 12, 13,18, 34, 35, 6
Row 21; 2, 4, 19, 27, 31, 39, 13
Row 22; 3, 21, 28, 33, 45, 49, 29
Row 23; 9, 11, 23, 24, 29, 49, 30
Row 24; 19, 29, 32, 34, 42, 46, 20
Row 25; 7, 17, 24, 35, 37, 45, 30
Row 26; 5, 9, 22, 33, 46, 47, 36
Row 27; 13, 16, 17, 22, 23, 35, 41
Row 28; 6, 13, 23, 25, 32, 39, 34
Row 29; 5, 17, 20, 24, 27, 35, 38
Row 30; 9, 12, 23, 30, 31, 44, 5
Row 31; 12, 19, 31, 37, 42, 45, 15
Row 32; 6, 25, 29, 40, 48, 49, 42
Row 33; 17, 20, 28, 31, 35, 48,32
ROW 34;
```
import pytz
import random
from datetime import datetime, timedelta
import time

# Define Chicago timezone
chicago_tz = pytz.timezone('America/Chicago')

def get_current_chicago_time():
    return datetime.now(chicago_tz)

def is_before_4pm():
    now = get_current_chicago_time()
    four_pm = now.replace(hour=16, minute=0, second=0, microsecond=0)
    return now < four_pm

# Start randomly with True or False
current_value = random.choice([True, False])

while is_before_4pm():
    value_str = str(current_value).lower()

    # Update both systems
    caribou.update('parametervariables', 'SPX.IMCGlobal', {'variables': {'AsymmetricQuotingVal': value_str}})
    haya_caribou.update('parametervariables', 'SPX.IMCGlobal', {'variables': {'AsymmetricQuotingVal': value_str}})

    # 70% chance to toggle
    if random.random() < 0.7:
        current_value = not current_value

    time.sleep(15 * 60)
```

help me have this print, whenever  it runs, that it toggled from True -> False or False -> True, or False -> False etc
I like to compose a template prompt to instruct a LLM to generate a complete ML development workflow including each step in the development from choosing what to train first, how to train it, for how long, with what tool, under what restrictions, using what best practice and all the protocols of the industry known. The template prompt should encourage the LLM to use verified and recent information from reliable sources in particular hands-on developer notes and tutorials. The prompt should also add section on the complete ML development workflow structure i.e., what sections to have, formatting, adding reference, etc. The goal is to input a single ML task description and output a complete ML development workflow ready to implement step by step with no missing parts or missing stages.
google is offering my department a voluntary exit plan. rather than doing layoffs, they're offering people a chance to leave with severance. i'd get 31 weeks of pay. need to decide within 2 weeks (end of june), and the exit would be sometime in august. if i stay, i will need to go back to commuting 3 days a week, likely to mountain view (not sf), which will be a significant bummer. i believe in the mission of my work, but i've been doing it for a long time, and i could be ready for something new.

should i take the exit and go for it?
Vm0wd2QyVkZOVWRpUm1ScFVtMW9WVll3Wkc5V1JsbDNXa1JTVjAxV2JETlhhMUpUVmpGYWRHVkdXbFpOYWtFeFZqQmFTMk15VGtsaFJscE9ZbTFvVVZadE1YcGxSbVJJVm10c2FsSnRVbkJXTUdSdVpXeGFjbGt6YUZSTlZUVllWVzAxVDJGV1NuUmhSbXhXVFVaYVRGUnRlR0ZqTVdSMFVteGtUbFp1UWxoV1JscFhWakpHU0ZadVJsSldSM001
in UK, if I had a 3 bed house with a side extension, the side extension has its own entrance - from the front drive, which leads to the garden, which has access to the side extension entrance. when entering the side extension it's a 3.5m x 2.5m main room, with a sink plumbed in & washing machine plumbed in. a door to the left leads to a small shower & toilet room & a door to the right leads to a 2.5m x 2 bedroom. the main room has plugged in appliances like fridge freezer, kettle, air fryer, etc. but access via the garden to the house back door leads to the house kitchen, which can be shared. Consistent the kitchen and garden area shared, if I put lodgers in the side extension to earn some rent, would I be breaching any law or planning regulations. ask me if you need any more information.
**Projektkontext:** Masterarbeit in Informatik  
**Ziel:** IoT-Netzwerk mit React-Dashboard für ein Robotik-Labor (4 Roboter), betrieben auf Raspberry Pi.  

**Roboter:**  
- Mobile Einheit: MiR-Roboter  
- Roboterarme:  
  1. KUKA LBR iiwa 14  
  2. KUKA KR6 R700 Schulungszelle  
  3. Mitsubishi RV-2FB-D  

**Technische Umsetzung:**  
- **Hardware:** Raspberry Pi (Hauptplattform)  
- **Dashboard:** React-App mit Vite als Build-Tool  
- **Kommunikation:**  
  - MQTT über privates Labor-Netzwerk (frei nutzbar)  
  - **Broker:** Mosquitto (auf Raspberry Pi)  
- **Adapter:** Pro Roboter ein Python-Modul als MQTT-Client mit:  
  - `publish()` (Datenausgabe)  
  - `subscribe()` (Befehlsempfang)  
- **Versionierung:**  
  - GitLab-Gruppe für alle Komponenten  
  - Separate Repositories für:  
    - Jeden Roboter-Adapter (Python)  
    - React-Dashboard-Projekt  

**Schlüsselaspekte:**  
1. Mosquitto als zentraler MQTT-Broker  
2. Python-Adapter als Middleware zwischen Robotern und Broker  
3. React+Vite-Dashboard für Visualisierung/Steuerung  
4. GitLab-Struktur:  
   - Gruppenebene für Projektzusammenhang  
   - Einzel-Repos pro Komponente (Isolation + klare Verantwortlichkeiten)  
5. Lokales LAN ohne Zugriffsbeschränkungen

Was wäre ein geeignetes Deployment um einfach und schnell die fertige software auf dem raspberry pi installieren zu können? Die Anforderungen dabei sind: idiotensichere installation, einfach upzudaten, einfach zu starten und zu stoppen. Im besten Fall soll jede Komponenente also jeder Adapter einfach start und stoppbar sein