Control Engineering

توی این کتاب خیلی مرتب و ساختاریافته، AI Agents رو با مثال های کاربردی به همراه سورس کدهاش توی پایتون توضیح داده و یک راهنمای خوب برای علاقه مندان این حوزه ست. پروژه ها:

1. Agentic RAG 2. Voice RAG Agent 3. Multi-agent Flight Finder 4. Financial Analyst 5. Brand Monitoring System 6. Multi-agent Hotel Finder 7. Multi-agent Deep Researcher 8. Human-like Memory for Agents 9. Multi-agent Book Writer 10. Multi-agent Content Creation System 11. Documentation Writer Flow 12. News Generator

@COntrolEngineering98

⚪️قابل توجه واجدین شرایطی که متقاضی شرکت در تکمیل ظرفیت کارشناسی ارشد بدون آزمون سال ۱۴۰۴ دانشگاه صنعتی امیرکبیر (پلی‌تکنیک تهران) می‌باشند ◀️در صورت خالی ماندن ظرفیت در هر رشته/گرایش، بررسی فراخوان و جذب دانشجو صورت خواهد گرفت. 📆 ثبت نام از ۱۴۰۴/۵/۱۷ الی ۱۴۰۴/۵/۲۴ خواهد بود.   🟢 لینک ثبت نام: sarv.aut.ac.ir ❌ لطفاً در خصوص ظرفیت خالی به هیچ عنوان تماس حاصل نفرمایید. ✈️ @Amirkabiriha  | 🔥 Amirkabiriha | 💬 @AmirkabirG

40 Python Exercises For Beginner Learners! (+ Solutions) practicepython.org @ControlEngineering98

٭ معرفی مدل جدید GPT-5 - قراره به عنوان مدل پیش‌فرض ChatGPT قرار بگیره و ظاهراً دقیق‌تره، کمتر اطلاعات غلط میده، توهم‌ش خیلی کم‌تر شده و سریع‌تر فکر می‌کنه. جواب‌هاش هم واضح‌تر و عمیق‌تره. در واقع یکی از پیشرفت‌هاش همین سرعته که سم‌آلتمن می‌گه انقدر سریع جواب می‌ده به شک میوفتی واقعاٌ داره فکر می‌کنه یا نه. - از GPT-5 اینکه پنجره ۲۵۶ هزار توکنی داره، میتونه اطلاعات بیشتری رو توی یک چت دنبال کنه، یه تغییر خوب‌ش چارچوب جدید پاسخ هست که اولین بار تو مدل‌های OpenAI داریم می‌بینیم یعنی دیگه سعی نمی‌کنه جواب یه موضوعی رو نده یا کاربر رو گمراه کنه، تلاشش اینه جواب هر سوالی رو بده. - تو برنامه‌ریزی مرحله به مرحله برای جواب‌هاش بهتر عمل می‌کنه. این استدلال که بهش «زنجیره افکار» (chain-of-thought) می‌گن، کمک می‌کنه خطاهای منطقی رو قبل از اینکه تو پنجره چت شما ظاهر بشن، بگیره. - توی تمام بنچمارک‌ها تقریبا بالاترین امتیاز رو بین تمام مدل‌های OpenAI گرفت. تونسته با کسب نمره ۸۸.۴٪ در بنچمارک GPQA هم رکورد جدیدی ثبت کنه. GeekAlerts @ControlEngineering98

📢 Switzerland – PhD in Data-Driven Policy Optimization at ETH Zurich 🏛 University: ETH Zurich 🌍 Country: Switzerland 🎓 Fields: Engineering, Computer Science, Data Science, Energy Systems, Public Policy 🔗 Apply Now: https://phdfinder.com/2025/07/31/switzerland-phd-in-data-driven-policy-optimization-at-eth-zurich/

📢 Switzerland – PhD and Postdoc Positions in Algorithmic Systems Theory at ETH Zürich 🏛 University: ETH Zürich 🌍 Country: Switzerland 🎓 Fields: Systems & Control Theory, Machine Learning, Robotics, Cyber-Physical Systems, Optimization 🔗 Apply Now: https://phdfinder.com/2025/07/30/switzerland-phd-and-postdoc-positions-in-algorithmic-systems-theory-at-eth-zurich/

قسمت چهارم 13. Correct grammar and syntax (تصحیح گرامر)

Assume the role of a meticulous proofreader with a strong background in [YOUR FIELD]. Your task is to scrutinize an academic manuscript, focusing specifically on correcting grammatical errors and refining syntax to meet the highest standards of academic writing. Pay close attention to subject-verb agreement, tense consistency, and the proper use of academic tone and vocabulary. Rectify any instances of passive voice where an active voice would be more direct and impactful. Examine complex sentences to ensure clarity and coherence, breaking down overly complicated structures if necessary. Employ the rules of [PREFERRED STYLE GUIDE] for punctuation, especially in using commas, semicolons, and colons, to enhance the readability of the text. Your goal is to produce a polished, error-free document that communicates ideas clearly, concisely, and effectively, without detracting from the scholarly content and contributions of the work.

14. Generate citations (ایجاد استنادها)

Assume the role of a detail-oriented citation specialist within the academic field of [YOUR FIELD]. Your task is to compile and format citations for a range of sources cited within an academic paper. Begin by collecting all necessary information for each source, including authors' names, titles of works, publication dates, page numbers, and publisher details for books, or journal names, volume, and issue numbers for articles. Apply the citation style specified for the paper, such as APA, MLA, Chicago, or Harvard, ensuring strict adherence to the guidelines for in-text citations and the reference list or bibliography. For in-text citations, craft them to smoothly integrate within the text, contributing to the paper's academic integrity and flow. In the reference list, meticulously organize and format each citation, ensuring consistency and accuracy, so that readers can easily locate the original sources. Your efforts will uphold the scholarly credibility of the paper and respect intellectual property rights.

15. Develop argument (توسعه استدلال)

Assume the role of a critical thinker and scholar in [YOUR FIELD]. Your task is to construct an interesting argument for a specific thesis or hypothesis within an academic paper. Begin by clearly stating your thesis, ensuring it is concise, debatable, and significant to your field. Next, outline the main points that will support your thesis, ensuring each is grounded in evidence and scholarly research. For each point, provide a synthesis of relevant literature, data analysis, or theoretical exploration that convincingly backs your argument. Consider potential counterarguments and address them head-on, demonstrating how your thesis withstands such critiques through logical reasoning and empirical support. Employ persuasive academic language, maintaining objectivity and a respectful tone towards differing viewpoints. Your argument should unfold logically, with each point building upon the previous one, leading the reader to a well-supported conclusion that reinforces the validity and importance of your thesis.

@ControlEngineering98

قسمت سوم 9. Create outline (ایجاد طرح کلی)

As an academic researcher, your aim is to compose a scholarly article on [RESEARCH TOPIC]. Begin with an extensive literature review, summarizing key findings and identifying gaps in the existing research. Formulate a clear research question or hypothesis based on these gaps. Design a method section that outlines your research approach, including data collection and analysis methods. Present your findings in a structured and logical manner, supported by data and relevant theories. Discuss the implications of your results for the field and suggest future research directions. Ensure your writing adheres to academic standards, with proper citations and references according to [SPECIFIED CITATION STYLE]. Conclude with a strong summary of your research contributions and their significance to the academic community.

10. Write sections of the paper (نوشتن قسمت‌هایی از مقاله)

Assume the role of an academic researcher in [YOUR FIELD]. Your task is to contribute to a collaborative paper by writing a section focused on [SECTION TOPIC]. This section should provide a comprehensive overview, including a review of relevant literature, current research findings, and your own insightful analysis. Ensure your writing is clear, concise, and adheres to the academic standards of your field, including proper citation of sources in [CITATION STYLE]. Your contribution should seamlessly integrate with the overarching themes and objectives of the paper, enhancing its scholarly value and advancing the discourse in your field.

11. Format headings and subheadings effectively (قالب‌بندی عنوان‌ها و زیرعنوان‌ها به طور مؤثر)

Assume the role of an academic editor tasked with formatting the headings and subheadings of a research paper in [YOUR FIELD]. Your aim is to ensure that the hierarchical structure of the content is clear and logical, facilitating an effortless reading experience. Start by defining a consistent format for each level of heading, from the main headings (e.g., Introduction, method, Results, Discussion, Conclusion) to the various subheadings under these sections. Adhere to the formatting guidelines of [YOUR PREFERRED STYLE GUIDE], including font size, style, and capitalization rules. For each heading and subheading, craft concise and descriptive titles that accurately reflect the content of the sections they precede. Ensure that the headings and subheadings align with the overall structure and flow of the paper, contributing to a coherent and logically organized manuscript.

12. Strengthen transitions between ideas (تقویت انتقال بین ایده‌ها)

Assume the role of a linguistic expert focusing on enhancing the coherence and flow of an academic paper in [YOUR FIELD]. Your task is to critically analyze the draft and identify areas where transitions between ideas, paragraphs, or sections could be strengthened. For each identified area, craft smooth and logical transitions that effectively bridge the gap between ideas, ensuring that the paper progresses naturally from one concept to the next. Employ a variety of transition techniques, such as signaling phrases (e.g., "In contrast," "As a result"), thematic bridges, and explicit references to earlier points (e.g., "Building upon the previously discussed concept of [CONCEPT],..."). Ensure that each transition not only connects ideas but also enhances the reader's understanding of the paper's overall argument and structure. Your revisions should contribute to a seamlessly integrated and interesting narrative that guides the reader through the complexities of the research with clarity and purpose.

@ControlEngineering98

قسمت دوم 5. Proofread for clarity and conciseness (ویرایش برای وضوح و خلاصه‌تر‌شدن)

Assume the role of a proofreader specializing in academic writing. Your task is to review and edit a segment of an academic paper titled "[PAPER TITLE]." Focus on ensuring clarity, conciseness, and coherence in the writing. Identify any sentences or phrases that are ambiguous, overly complex, or unnecessarily verbose, and suggest precise and succinct alternatives. Pay attention to the logical flow of ideas, ensuring that each sentence contributes effectively to the argument or narrative. Check for consistency in terminology, style, and voice throughout the document. Highlight any jargon or technical terms that may need clarification for the paper's intended audience. Conclude your proofreading by verifying that the segment aligns with academic standards and enhances the overall readability and impact of the paper.

6. Assist with literature review (کمک در بررسی ادبیات متن)

Adopt the role of a researcher conducting a comprehensive literature review for an academic paper on [RESEARCH TOPIC]. Your task involves identifying, analyzing, and synthesizing key findings, theories, and methodologies from a diverse range of sources related to the topic. Begin by formulating a simple research question or thesis statement that guides the scope of your review. Search for relevant academic journals, conference papers, books, and credible online resources. Evaluate each source for its credibility, relevance, and contribution to the field. Summarize the core arguments, evidence, and conclusions from each source, noting any patterns, discrepancies, or gaps in the literature. Critically assess the methodologies used in the studies, their limitations, and the implications of their findings. Organize the literature review thematically or chronologically, ensuring a logical flow that builds a coherent narrative around your research topic. Conclude by highlighting how your research will address the identified gaps or contribute new insights to the field. Ensure to adhere to the specific citation style and academic writing standards required by your institution.

7. Formulate hypothesis (تدوین فرضیه)

Adopt the role of an academic researcher in [RESEARCH AREA]. Your task is to plan a clear and concise hypothesis that addresses a specific research question within this area. The hypothesis should be based on existing literature, theories, or frameworks relevant to [RESEARCH AREA]. It must be testable, either through empirical research methods or qualitative analysis, and should contribute to the existing body of knowledge by addressing a gap or challenging an existing assumption. Ensure your hypothesis is specific, measurable, achievable, relevant, and time-bound (SMART). Provide a brief explanation of the rationale behind your hypothesis, linking it to key concepts, theories, or previous studies in the field.

8. Develop a strong introduction (تدوین مقدمه قوی)

Assume the role of an academic researcher tasked with writing the introduction to a scholarly paper. Your goal is to craft an introduction that contextualizes the [RESEARCH TOPIC] within the broader academic discourse, outlines the significance of the study, and states the research questions or hypotheses. Begin by presenting a overview of the current understanding and gaps in the literature concerning [RESEARCH TOPIC]. Follow this with a clear articulation of the study's objectives, the rationale behind the research, and its potential contributions to the field. Ensure the introduction sets the stage for the reader by highlighting the relevance of the research in addressing critical issues or advancing knowledge within [FIELD OF STUDY]. Conclude the introduction with a concise summary of the method and a preview of the structure of the paper.

@ControlEngineering98

٭ ۱۵ پرامپت کاربردی برای دست‌یابی به نتایج بهتر و خلق ایده‌های نو در خواندن یا نوشتن مقاله آکادمیک / قسمت اول 1. Refine thesis statement (بهبود ساختار پایان‌نامه)

Assume the role of a thesis advisor with a specialization in academic writing. Your task is to refine and enhance a student's thesis statement for their academic paper. The thesis statement provided by the student is: "[INITIAL THESIS STATEMENT]." Your goal is to critique this initial thesis statement for clarity, specificity, and academic rigor. Provide constructive feedback on how to make the thesis more concise, focused, and argumentative. Suggest ways to incorporate a clear stance, significant research questions, and the potential implications of the research. Ensure the refined thesis statement is well-defined, debatable, and sets a solid foundation for an interesting argument in their academic paper.

2. Analyze data and findings (تحلیل داده‌ها و یافته‌ها)

Adopt the role of a data analyst within the context of academic writing. Your task is to analyze the data provided in the section "[DATA SECTION NAME]" of an academic paper. Begin by summarizing the key data points and findings. Identify patterns, correlations, or anomalies within the data. Discuss how these findings support or challenge the paper's thesis statement or major arguments. Evaluate the method used to gather the data for its strengths and weaknesses, considering factors like sample size, data collection methods, and potential biases. Conclude by discussing the implications of the findings for the field of study and suggesting areas for further research. Ensure your analysis is thorough, aim, and adheres to academic standards.

3. Brainstorm research topics (بارش فکری در زمینه موضوعات تحقیقاتی)

As a research advisor, your task is to brainstorm potential research topics for an academic writing project in "[FIELD OF STUDY]." Begin by identifying current trends, gaps, and emerging questions within this field that could lead to impactful research. Consider interdisciplinary approaches that could enrich the research perspective. Generate a list of at least five interesting research topics, each accompanied by a brief explanation of its significance, potential research questions, and the contribution to the field. Ensure that each topic is workable, original, and has a clear scope for in-depth academic investigation.

4. Develop research questions (توسعه پرسش‌های تحقیقاتی)

Assume the role of a research consultant tasked with developing research questions for an academic paper on the topic of " [RESEARCH TOPIC]." Start by identifying the major themes and subtopics related to the research topic that are ripe for exploration. Formulate a set of comprehensive research questions that are clear, focused, and conducive to in-depth academic investigation. Each question should aim to address a specific aspect of the research topic, uncovering new insights or contributing to the existing body of knowledge. Ensure the questions are open-ended, allowing for analytical and evaluative responses, and are framed in a way that guides the research method. Consider the potential implications and applications of the research findings in formulating the questions.

@ControlEngineering98

و بالاخره دوره جامع ماشین‌لرنینگ (Machine Learning)! 🤩 باهم الگوریتم‌هایی می‌سازیم که خودشون از داده‌ها «یاد می‌گیرن» و هوشمند میشن. 🤖 ✅ماشین لرنینگ امروز همه‌جا هست؛ از پزشکی گرفته تا ماشین‌های خودران و تولید عکس و ویدئو. اما چطور از تئوری به عمل برسیم؟ چطور فقط یک کاربر ابزار نباشیم و بتونیم مسائل واقعی رو حل کنیم؟ 💡 توی این ویدئو، نه تنها به شما میگیم ماشین‌لرنینگ دقیقاً چیه و چه کاربردهایی داره، بلکه ویژگی‌های منحصربه‌فرد دوره جدید اسپایکی رو بهتون معرفی می‌کنیم. دوره‌ای که در اون قراره: ⬇️ 🔹مفاهیم رو عمیق یاد بگیری، نه سطحی.🧠 🔹فقط کاربر ابزار نباشی، بلکه یک متخصص واقعی بشی.🎯 🔹با پروژه‌های کاربردی، آماده ورود به بازارکار بشی. 🛠 🔹با یادگیری الگوریتم‌های مهم، آماده برای پژوهش و کار آکادمیک بشی. 🎓 این ویدئو رو حتما ببینید و نظرات و سوالاتتون رو برامون بنویسید! 💚👇 ➖➖➖➖➖➖➖➖➖➖➖➖ 📱  @Spikeeir (click) 📱  @Spikeeir (click) 🎙  @SpiChat Group (click) ⭐️ اسپایکی (AI & Brain Sience)

⏳ فرصت استثنایی! با تخفیف ویژه ۳۰٪ فقط برای ۳ روز هر سه دوره آموزشی ما لینک کارگاه ADS لینک کارگاه PLC لینک کارگاه CST برای ثبت‌نام و بهره‌مندی از این فرصت عالی، هم‌اکنون با آیدی زیر در ارتباط باشید. فرصت رو از دست ندهید! @AmirRezaAnsi

اپل از هوش‌مصنوعی جدیدش بنام DiffuCode-7B-cpGRPO رونمایی کرد. Paper: DiffuCoder: Understanding and Improving Masked Diffusion Models for Code Generation GitHub: https://github.com/apple/ml-diffucoder https://huggingface.co/apple/DiffuCoder-7B-cpGRPO @ControlEngineering98

📢 PhD Positions in Underwater Robotics – Collaborative Control, Localization, and Anomaly Detection 🏛 University: Aalborg University 🌍 Country: Denmark 🎓 Fields: Robotics, Control Engineering, Computer Vision, Machine Learning, Marine Technology 🔗 Apply Now: https://phdfinder.com/2025/07/04/phd-positions-in-underwater-robotics-collaborative-control-localization-and-anomaly-detection/