#Extract Open Table Reviews Data

[simpatel]

Enhance Decision-Making with OpenTable Reviews Data Scraping

Learn how OpenTable Reviews Data Scraping Service helps businesses extract actionable insights for better decision-making, customer experience, and growth in USA, UAE, Australia, and more.

[ogma-conceptions]

Why Should You Do Web Scraping for python

Web scraping is a valuable skill for Python developers, offering numerous benefits and applications. Here’s why you should consider learning and using web scraping with Python:

1. Automate Data Collection

Web scraping allows you to automate the tedious task of manually collecting data from websites. This can save significant time and effort when dealing with large amounts of data.

2. Gain Access to Real-World Data

Most real-world data exists on websites, often in formats that are not readily available for analysis (e.g., displayed in tables or charts). Web scraping helps extract this data for use in projects like:

Data analysis

Machine learning models

Business intelligence

3. Competitive Edge in Business

Businesses often need to gather insights about:

Competitor pricing

Market trends

Customer reviews Web scraping can help automate these tasks, providing timely and actionable insights.

4. Versatility and Scalability

Python’s ecosystem offers a range of tools and libraries that make web scraping highly adaptable:

BeautifulSoup: For simple HTML parsing.

Scrapy: For building scalable scraping solutions.

Selenium: For handling dynamic, JavaScript-rendered content. This versatility allows you to scrape a wide variety of websites, from static pages to complex web applications.

5. Academic and Research Applications

Researchers can use web scraping to gather datasets from online sources, such as:

Social media platforms

News websites

Scientific publications

This facilitates research in areas like sentiment analysis, trend tracking, and bibliometric studies.

6. Enhance Your Python Skills

Learning web scraping deepens your understanding of Python and related concepts:

HTML and web structures

Data cleaning and processing

API integration

Error handling and debugging

These skills are transferable to other domains, such as data engineering and backend development.

7. Open Opportunities in Data Science

Many data science and machine learning projects require datasets that are not readily available in public repositories. Web scraping empowers you to create custom datasets tailored to specific problems.

8. Real-World Problem Solving

Web scraping enables you to solve real-world problems, such as:

Aggregating product prices for an e-commerce platform.

Monitoring stock market data in real-time.

Collecting job postings to analyze industry demand.

9. Low Barrier to Entry

Python's libraries make web scraping relatively easy to learn. Even beginners can quickly build effective scrapers, making it an excellent entry point into programming or data science.

10. Cost-Effective Data Gathering

Instead of purchasing expensive data services, web scraping allows you to gather the exact data you need at little to no cost, apart from the time and computational resources.

11. Creative Use Cases

Web scraping supports creative projects like:

Building a news aggregator.

Monitoring trends on social media.

Creating a chatbot with up-to-date information.

Caution

While web scraping offers many benefits, it’s essential to use it ethically and responsibly:

Respect websites' terms of service and robots.txt.

Avoid overloading servers with excessive requests.

Ensure compliance with data privacy laws like GDPR or CCPA.

If you'd like guidance on getting started or exploring specific use cases, let me know!

[thescrcservices]

Collaborative Writing: Tips for Co-Authoring Research Papers

Collaborative research is an integral part of academic work, and co-authoring research papers is a common practice in the scholarly community. By combining the expertise of multiple individuals, you can produce high-impact research. However, successful collaborative writing requires effective communication, coordination, and a shared commitment to the project. In this blog, we'll explore valuable tips to ensure the success of co-authoring research papers.

Define Roles and Responsibilities Before embarking on a collaborative research paper, it's essential to clarify the roles and responsibilities of each co-author. This includes determining who will lead the project, who will conduct data analysis, and who will be responsible for writing and editing. A well-defined division of labor sets clear expectations from the outset.

Establish Clear Communication Open and effective communication is at the heart of successful collaboration. Ensure that all co-authors are on the same page regarding the research objectives, timelines, and milestones. Regular meetings, both in-person and virtual, can help maintain transparent and ongoing communication.

Choose the Right Tools In today's digital age, there are numerous collaborative tools available that facilitate co-authoring research papers. Consider using platforms like Google Docs, Dropbox Paper, or specialized reference management software (e.g., EndNote or Zotero) to streamline the writing and revision process.

Set a Timeline Develop a timeline that outlines the key milestones, from data collection to manuscript submission. Having a clear schedule ensures that the project progresses smoothly and that all co-authors are aware of deadlines.

Respect Each Other's Expertise Each co-author brings a unique set of skills and knowledge to the table. Respect and acknowledge the expertise of your collaborators. This mutual respect can enhance the quality and depth of the research.

Collaboratively Plan the Structure Work together to plan the structure of your research paper. Decide on the order of sections, headings, and subheadings. This planning stage can help maintain a consistent and coherent narrative.

Establish Authorship Order Determine the authorship order, keeping in mind the conventions of your field and the contributions of each co-author. It's essential that authorship reflects individual contributions rather than seniority.

Data Sharing and Management Ensure that all co-authors have access to the necessary data and research materials. Establish data management and sharing protocols to maintain transparency and accountability.

Review and Revise Collectively Collaboratively review and revise the manuscript. Encourage co-authors to provide constructive feedback and be open to making revisions. This iterative process is key to improving the quality of the paper.

Address Disagreements Constructively Conflicts and disagreements may arise during the collaborative process. Address these issues constructively, ideally through open discussions and compromise. It's necessary to assert a positive functioning relationship.

Proofreading and Editing Consider professional proofreading and editing to ensure the paper's language, grammar, and style are of the highest quality.

Plan for Authorship Agreements Before submission, create a clear authorship agreement that outlines the roles, author order, and expectations for all co-authors. This consent can serve as a extract point in case of debate or disagreements.

Acknowledge and Cite Contributions Properly acknowledge and cite the contributions of each co-author in the paper. Ensure that all individuals who contributed significantly are appropriately recognized.

Collaborative writing can be a rewarding experience, leading to the creation of impactful research. However, it requires commitment, communication, and a shared vision. By following these tips, you can navigate the challenges of co-authoring research papers and produce high-quality work that advances knowledge in your field.

[govindhtech]

Mistral OCR 25.05, Mistral AI Le Chat Enterprise on Google

Google Cloud offers Mistral AI’s Le Chat Enterprise and OCR 25.05 models.

Google Cloud provides consumers with an open and adaptable AI environment to generate customised solutions. As part of this commitment, Google Cloud has upgraded AI solutions with Mistral AI.

Google Cloud has two Mistral AI products:

Google Cloud Marketplace’s Le Chat Enterprise

Vertex AI Mistral OCR 25.05

Google Cloud Marketplace Mistral AI Le Chat Enterprise

Le Chat Enterprise is a feature-rich generative AI work assistant. Available on Google Cloud Marketplace. Its main purpose is to boost productivity by integrating technologies and data.

Le Chat Enterprise offers many functions on one platform, including:

Custom data and tool integrations (Google Drive, Sharepoint, OneDrive, Google Calendar, and Gmail initially, with more to follow, including templates)

Enterprise search

Agents build

Users can create private document libraries to reference, extract, and analyse common documents from Drive, Sharepoint, and uploads.

Personalised models

Implementations hybrid

Further MCP support for corporate system connectivity; Auto Summary for fast file viewing and consumption; secure data, tool connections, and libraries

Mistral AI’s Medium 3 model powers Le Chat Enterprise. AI productivity on a single, flexible, and private platform is its goal. Flexible deployment choices like self-hosted, in your public or private cloud, or as a Mistral cloud service let you choose the optimal infrastructure without being locked in. Data is protected by privacy-first data connections and strict ACL adherence.

The stack is fully configurable, from models and platforms to interfaces. Customisation includes bespoke connectors with company data, platform/model features like user feedback loops for model self-improvement, and assistants with stored memories. Along with thorough audit logging and storage, it provides full security control. Mistral’s AI scientists and engineers help deliver value and improve solutioning.

Example Le Chat Enterprise use cases:

Agent creation: Users can develop and implement context-aware, no-code agents.

Accelerating research and analysis: Summarises large reports, extracts key information from documents, and conducts brief web searches.

Producing actionable insights: It can automate financial report production, produce text-to-SQL queries for financial research, and turn complex data into actionable insights for finance.

Accelerates software development: Code generation, review, technical documentation, debugging, and optimisation.

Canvas improves content production by letting marketers interact on visuals, campaign analysis, and writing.

For scalability and security, organisations can use Le Chat Enterprise on the Google Cloud Marketplace. It integrates to Google Cloud services like BigQuery and Cloud SQL and facilitates procurement.

Contact Mistral AI sales and visit the Le Chat Enterprise Google Cloud Marketplace page to use Mistral’s Le Chat Enterprise. The Mistral AI announcement has further details. Le Chat (chat.mistral.ai) and their mobile apps allow free trial use.

OCR 25.05 model llm Mistral

One new OCR API is Mistral OCR 25.05. Vertex AI Model Garden has it. This model excels at document comprehension. It raises the bar in this discipline and can cognitively interpret text, media, charts, tables, graphs, and equations in content-rich papers. From PDFs and photos, it retrieves organised interleaved text and visuals.

Cost of Mistral OCR?

With a Retrieval Augmented Generation (RAG) system that takes multimodal documents, Mistral OCR is considered the ideal model. Additionally, millions of Le Chat users use Mistral OCR as their default document interpretation model. Mistral’s Platform developer suite offers the Mistral-ocr-latest API, which will soon be offered on-premises and to cloud and inference partners. The API costs 1000 pages/$ (double with batch inference).

Highlights of Mistral OCR include:

Cutting-edge comprehension of complex papers, including mathematical formulas, tables, interleaved images, and LaTeX formatting, helps readers understand rich content like scientific articles.

This system is multilingual and multimodal, parsing, understanding, and transcribing thousands of scripts, fonts, and languages. This is crucial for global and hyperlocal businesses.

Excellent benchmarks: This model consistently outperforms top OCR models in rigorous benchmark tests. Compared to Google Document AI, Azure OCR, Gemini models, and GPT-4o, Mistral OCR 2503 scores highest in Overall, Math, Multilingual, Scanned, and Tables accuracy. It also has the highest Fuzzy Match in Generation and multilingual scores compared to Azure OCR, Google Doc AI, and Gemini-2.0-Flash-001. It extracts embedded images and text, unlike other LLMs in the benchmark.

The lightest and fastest in its class, processing 2000 pages per minute on a single node.

Structured output called “doc-as-prompt” uses documents as prompts for powerful, clear instructions. This allows data to be extracted and formatted into structured outputs like JSON, which may be linked into function calls to develop agents.

Organisations with high data protection needs for classified or sensitive information might self-host within their own infrastructure.

Example of Mistral OCR 25.05

Use cases for Mistral OCR 25.05 include:

Digitising scientific research: Making articles and journals AI-ready for downstream intelligence engines streamlines scientific procedures.

Preservation and accessibility can be achieved by digitising historical records and artefacts.

Simplifying customer support: indexing manuals and documentation to improve satisfaction and response times.

AI literature preparation in various fields: We help businesses convert technical literature, engineering drawings, lecture notes, presentations, regulatory filings, and more into indexed, answer-ready formats to gain insights and enhance productivity across vast document volumes.

Integrating Mistral OCR 25.05 as a MaaS on Vertex AI creates a full AI platform. It provides enterprise-grade security and compliance for confident growth and fully controlled infrastructure. The Vertex AI Model Garden includes over 200 foundation models, including Mistral OCR 25.05, so customers can choose the best one for their needs. Vertex AI now offers Mistral OCR 25.05, along with Anthropic models Claude Opus 4 and Claude Sonnet 4.

To develop using Mistral OCR 25.05 on Vertex AI, users must go to the model card in the Model Garden, click “Enable,” and follow the instructions. Platform users can access the API, and Le Chat users can try Mistral OCR for free.

[itsappleexpert]

Apple Technicians Specializing in Drive Recovery

If your Mac suddenly stops booting, files go missing, or your drive becomes unreadable, you're likely facing a hard drive issue. In today’s digital world, that can feel like a disaster. But don’t worry Apple technicians specializing in drive recovery are here to help. With the right tools, training, and experience, they can restore your lost data and get your Mac back up and running.

Why Drive Recovery Requires Expertise

Drive recovery isn’t just about plugging in software and hoping for the best. It requires a deep understanding of:

Apple’s hardware architecture

File systems like APFS and HFS+

Encryption and security measures (like FileVault)

Mac-specific backup and recovery tools (Time Machine, iCloud, etc.)

This is why trusting your Mac with just any technician is a risk. Apple-certified professionals bring precision and care to the table, ensuring your valuable files are handled safely and effectively.

What Sets Apple Technicians Apart?

Apple technicians go through specialized training to achieve certifications such as Apple Certified Mac Technician (ACMT) or Apple Certified Support Professional (ACSP). These certifications mean:

They know how to diagnose and repair both hardware and software issues.

They understand how to handle sensitive components like SSDs and logic boards.

They use Apple-approved tools and follow official repair guidelines.

More importantly, these experts know how to safely recover data from failing or corrupted drives without causing further damage.

Common Drive Issues They Handle

Apple technicians who specialize in drive recovery are well-equipped to handle a variety of problems, including:

Corrupted or unmounted drives

macOS that won’t boot

Files that won’t open or are missing

Drives with physical damage or failure

Encryption-related access issues

Accidentally formatted drives

Failed updates or system crashes

Whether you’re working with an older iMac with a traditional hard drive or a MacBook with an internal SSD, these pros can assess and recover your data safely.

The Professional Recovery Process

Here’s a breakdown of how Apple technicians approach drive recovery:

1. Diagnostic Evaluation

The technician uses tools like Apple Diagnostics, Disk Utility, and command-line checks to assess the condition of the drive and determine if the problem is physical or logical.

2. Data Preservation (Cloning)

If the drive is still somewhat functional, they often create a bit-level clone to preserve the existing data. This prevents further wear and tear on the original drive during the recovery process.

3. Recovery from Clone or Original Drive

Advanced recovery software (sometimes proprietary tools available only to Apple-certified professionals) is used to extract files. Apple techs know how to handle files from encrypted partitions or Time Machine backups as well.

4. Verification of Recovered Data

Once files are retrieved, they’re reviewed for integrity and usability. You’ll often receive a list of what was recovered before transfer.

5. Delivery and Post-Recovery Setup

Files are transferred to a new drive or a freshly repaired Mac. Apple technicians can also help set up Time Machine, restore macOS, and install updates to avoid future issues.

Why You Should Act Quickly

If you suspect your drive is failing, don’t delay. Here are some signs that should prompt immediate attention:

Your Mac is unusually slow or freezes often.

You hear clicking or grinding sounds (HDDs).

Disk Utility reports errors or can’t mount the drive.

The system boots into Recovery Mode or won’t start.

Apps or files won’t open properly.

macOS installs or updates are failing repeatedly.

Continuing to use a failing drive increases the risk of permanent data loss. The sooner a professional looks at it, the better your chances of full recovery.

The Security and Privacy Factor

Apple technicians understand that data privacy is non-negotiable. Whether you're recovering personal photos, financial records, or business files, they follow strict confidentiality protocols. Certified Apple repair centers typically operate under data privacy guidelines laid out by Apple itself, which means:

Your data is not accessed unless necessary for recovery.

Recovered files are handled securely.

Drives are returned or disposed of properly after service.

This peace of mind is something you won’t always get with a general tech shop or DIY attempt.

Prevention Tips from the Experts

Apple technicians don’t just fix problems—they help prevent them too. Here are a few best practices they often recommend:

Back up regularly with Time Machine and iCloud.

Avoid physical shock or heat exposure to your Mac.

Monitor disk health using Disk Utility.

Keep macOS updated to prevent system-level issues.

Shut down properly to avoid file system corruption.

They can also advise you on upgrading from older spinning HDDs to more reliable SSDs, or setting up redundant backup solutions for business-critical data.

Data loss is stressful, but you’re not alone. Apple technicians specializing in drive recovery offer the skills, tools, and professionalism needed to bring your Mac and your files back to life. From diagnosing mysterious errors to rescuing files from the brink, they’re your best bet when every byte counts.

If your Mac’s hard drive is showing signs of trouble, don’t risk it. Reach out to a certified Apple technician and give your data the expert attention it deserves.

[learningcenter]

Key Skills for Understanding Scientific Experiments in the PSLE Exam

The PSLE Science paper often includes questions that require students to analyze scientific experiments, a critical component of the exam. Understanding these experiments involves more than memorizing facts; students need to apply skills like observation, inference, and analysis. Whether it’s identifying variables or interpreting results, these skills are essential for performing well in the PSLE exam. This blog highlights the key skills students need to master for understanding scientific experiments effectively.

1. Careful Observation

Observation is the foundation of any scientific experiment. Students must carefully examine details such as the setup, materials, and changes during the experiment. Encourage your child to look out for clues like color changes, temperature differences, or movement, which can indicate important outcomes.

2. Understanding Variables

Understanding variables is crucial when analyzing experiments in the PSLE exam. Students should be able to identify:

Independent Variable: The factor that is changed or manipulated.

Dependent Variable: The factor that is measured or observed.

Controlled Variables: Factors that remain constant to ensure a fair test.

Encourage your child to practice recognizing these variables in practice questions to build confidence.

3. Drawing Logical Inferences

Inferences involve interpreting observations to form logical conclusions. For example, if a plant grows taller under sunlight compared to shade, the inference might be that sunlight promotes growth. Teach your child to connect observations with scientific principles to make accurate inferences.

4. Analyzing Graphs and Data

Many experiment-based questions include data in the form of tables, charts, or graphs. Students need to interpret these visual aids to extract key information. Practice exercises that involve reading and analyzing trends, such as identifying increases or decreases in data points, to sharpen this skill.

5. Formulating Hypotheses

A hypothesis is a prediction based on prior knowledge. For example, “If the temperature increases, the rate of evaporation will increase.” Teach your child to make clear, testable hypotheses when analyzing experiments. This skill is especially helpful for open-ended questions.

6. Identifying Experimental Errors

Students should be able to spot potential errors in an experiment and suggest improvements. For instance, if an experiment to measure evaporation uses different-sized containers, the results may be inaccurate. Highlighting such issues shows a deeper understanding of the experiment.

7. Linking to Scientific Concepts

Questions often require students to link observations to scientific concepts learned in class. For example, if a question involves plants in different light conditions, students should connect it to photosynthesis. Reinforce these concepts through regular revision and practical examples.

8. Organizing and Explaining Answers Clearly

Clear and concise explanations are essential in experiment-based questions. Teach your child to structure their answers systematically:

State the observation or result.

Explain the reasoning using scientific principles.

Conclude with the outcome or implication.

Practicing this structure ensures clarity and precision in their responses.

9. Time Management During the Exam

Scientific experiment questions can be time-consuming. Train your child to allocate time wisely by:

Skimming the question to understand its requirements.

Highlighting key information and ignoring irrelevant details. Practicing under timed conditions will help them manage this section effectively.

10. Building Confidence Through Practice

Confidence is built through consistent practice. Use past-year PSLE papers and mock tests to expose your child to various experiment-based questions. Encourage them to review their mistakes and learn from them.

Conclusion

Mastering experiment-based questions in the PSLE exam requires a combination of observation, logical thinking, and clear communication. By honing these skills, students can tackle these questions with confidence and precision. Consistent practice and a strong understanding of scientific concepts are the keys to success. Start early, stay focused, and guide your child toward achieving their best in the PSLE Science paper.

[sudheervanguri]

Sun Pharma is currently hiring Medical Writers to join its Specialty Development Global Team. Positions are open in Gurgaon and Mumbai. Location:  Sun House - Corporate Office Company:  Sun Pharma Laboratories Ltd Role and Responsibilities of medical writer This role will responsible for preparation of clinical high-quality protocol, investigator brochures, regulatory documents, data review, clinical study report, publications, and related clinical documents. Manuscript writing, poster/abstract preparation for conferences, co-ordinate with vendors for out-sourced activities and assist for procurement of scales. Systems and Processes Ensure to follow all clinical and regulatory guidelines, processes and systems for medical science activities and ensure compliance to internal medical writing SOPs for Clinical trial. To follow the designed process to write, review protocol for new trials and work closely with operation team to ensure high quality operationally feasible protocol for clinical trial. To co-ordinate with a process for review of all study synopsis from clinical, regulatory and operational perspective. Prepare and review SOPs specific for medical writing for clinical trial. Work closely with medical monitors for review of study documents (such as statistical analysis plan, data monitoring plan, coding plan, CRF) and data review activities Identify, recommend and lead process improvement initiatives Create and evaluate metrics to assess performance and implement plans for course correction. Well versed with systems (MedDRA and WHO-DD) for data coding including coding of adverse events and drugs. Good knowledge of different randomization procedures and different blinding techniques to be used in clinical trials. Identify, recommend and lead process improvement initiatives Create and evaluate metrics to assess performance and implement plans for course correction. Activities Responsible for clinical trial medical science related activities like preparation of protocol, Clinical Study Report (CSR) and appendices, and SOPs in line with ICH GCP requirement, Indian and global regulatory requirement. Conduct relevant literature search for required for protocol, CSR, and manuscript writing Responsible for writing clinical journal manuscripts, clinical journal abstracts, and study article for publication Responsible for preparation of protocol and clinical study reports presentation in subject’s expert committee (SEC) regulatory meeting. Responsible for collaboration with vendors for manuscript writing, abstract/poster preparation, procurement of clinical scales/PROs (Patient reported Outcomes). Responsible for coordination with data management team to ensure timely review of data extract and data cleaning activities to ensure timely database lock and release of tables, figures, and listings (TLFs). Responsible for coordinating with biostatistician to engage early with the study team for sample size certificate, review of statistical analysis plan (SAP) apart from review of mock and/or blinded tables, figures, and listings (TFLs), and narrative and discussion planning for relevant documents in co-ordination with medical monitor Responsible for registering on clinical trials registries (e.g. CTRI) Ensures that medical writing deliverables conform to International Conference on Harmonization (ICH) and other relevant regulatory guidelines Creates and maintains standard operating procedures and work instructions for preparation and maintenance of compliant medical writing deliverables Ensures that medical writing deliverables conform to International Conference on Harmonization (ICH) and other relevant regulatory guidelines Creates and maintains standard operating procedures and work instructions for preparation and maintenance of compliant medical writing deliverables Responsible for mentoring and leads less experienced medical writers on complex projects, as necessary Related Experience requirement to Apply Sun pharma medical write vacancy

B. Pharma/M.Sc/M.Pharma/PhD/BAMS/BHMS/life sciences educational background. Relevant medical writing experience is desirable. Excellent medical writing skills. Well versed with different guidelines such as IMRAD, CONSORT and different publication guidelines Well versed with different guidelines such as IMRaD,  CONSORT and relevent publication guidelines Well versed with current GCP/GDP regulations Thorough knowledge of GCP guidelines, ICMR guidelines 2017 and Drugs and Cosmetic Act regulations pertaining to clinical trials and other regulatory guidelines like FDA Experience of working in matrix business environments preferred Strong track record of success as demonstrated through annual performance ratings and/or professional accomplishments and awards Competency requirement Strong medical knowledge of different therapeutic area Sound functional knowledge of clinical research and medical writing activities Collaboration and teaming with ability to work in a matrix environment Strategic thinking & sound analytical skills Good writing and communication skills Sense of urgency & desire to excel Proficiency with Excel or software statistical tools. Self-awareness and adaptability to work in a matrix environment Result oriented and performance driven Excellent interpersonal & communication skills to effectively interact with a broad range of audience Physical requirements/working conditions The role is based at Sun house Mumbai. Occasional travel related to official work may be required. Apply online  [caption id="attachment_56281" align="aligncenter" width="930"] Sun Pharma Walk-In Drive for Production, QA, and Engineering Roles[/caption]

[albertpeter]

How Do Large Language Model Development Services Assist in Predictive Analytics?

In recent years, the explosion of data and advancements in artificial intelligence (AI) have transformed various industries, enabling organizations to harness the power of data like never before. One of the most groundbreaking developments in AI is the creation and utilization of Large Language Models (LLMs). These models have not only revolutionized natural language processing (NLP) but have also emerged as crucial tools for predictive analytics. In this blog, we will explore how large language model development services assist businesses in enhancing their predictive analytics capabilities.

Understanding Predictive Analytics

Predictive analytics refers to the practice of using historical data, statistical algorithms, and machine learning techniques to identify the likelihood of future outcomes based on past behaviors and trends. Organizations across various sectors, including finance, healthcare, retail, and marketing, leverage predictive analytics to make informed decisions, optimize operations, and improve customer experiences. Traditional predictive analytics methods often rely on structured data, but with the advent of LLMs, organizations can now analyze unstructured data, such as text, to enhance their predictive capabilities.

The Role of Large Language Models

Large Language Models, such as GPT-3 and its successors, are trained on vast datasets containing diverse text sources. These models can understand, generate, and manipulate human language in ways that were previously unimaginable. The key characteristics of LLMs that make them particularly effective in predictive analytics include:

Natural Language Understanding (NLU): LLMs can comprehend context, semantics, and sentiment in language, enabling them to extract meaningful insights from unstructured text data.

Contextual Learning: By processing vast amounts of information, LLMs can recognize patterns and relationships that may not be apparent in traditional datasets, allowing for more accurate predictions.

Generative Capabilities: LLMs can create human-like text, which can be valuable in generating scenarios, forecasts, and narratives based on predictive analysis.

How LLM Development Services Enhance Predictive Analytics

1. Enhanced Data Processing

One of the most significant advantages of LLMs in predictive analytics is their ability to process and analyze unstructured data. Traditional predictive analytics often struggles with data that is not neatly organized in tables or spreadsheets. However, LLMs excel in extracting insights from textual data, such as customer reviews, social media posts, and open-ended survey responses.

LLM development services can create customized models that understand specific terminologies, industry jargon, and user intent, enabling organizations to derive valuable insights from vast amounts of textual data. For example, a retail company can analyze customer feedback to predict trends in consumer behavior, identifying which products are likely to become popular.

2. Improved Accuracy of Predictions

LLMs are trained on extensive datasets, allowing them to recognize patterns and correlations within the data that may go unnoticed by conventional analytics methods. This ability to analyze diverse data sources can lead to more accurate predictions.

By incorporating LLMs into predictive analytics, organizations can enhance their forecasting models. For instance, a financial institution can use LLMs to analyze news articles, social media sentiment, and market trends to predict stock price movements more effectively. The model’s contextual understanding allows it to incorporate factors that traditional models may overlook, leading to more reliable predictions.

3. Sentiment Analysis and Market Trends

Sentiment analysis is a critical component of predictive analytics, particularly in understanding customer opinions and market trends. LLMs can be employed to analyze sentiment in customer reviews, social media discussions, and news articles, providing valuable insights into public perception.

LLM development services can create models that not only assess sentiment but also correlate it with potential outcomes. For example, a company can analyze customer sentiment regarding a product launch to predict its success. By understanding how customers feel about the product, businesses can make data-driven decisions about marketing strategies and resource allocation.

4. Scenario Simulation and Forecasting

Predictive analytics often involves simulating various scenarios to understand potential outcomes. LLMs can assist in this process by generating text-based scenarios based on historical data and current trends.

For instance, in healthcare, predictive analytics can be used to simulate the spread of diseases based on previous outbreaks and current health data. LLMs can generate narratives that describe potential future scenarios, helping healthcare providers prepare for different outcomes and allocate resources accordingly.

5. Personalized Recommendations

In the realm of e-commerce and marketing, personalized recommendations are crucial for enhancing customer experiences and driving sales. LLMs can analyze customer behavior and preferences to generate personalized recommendations based on predictive analytics.

LLM development services can create tailored models that learn from user interactions, predicting which products or services a customer is likely to be interested in. By leveraging both structured and unstructured data, businesses can provide a more personalized shopping experience, leading to increased customer satisfaction and loyalty.

6. Real-Time Decision Making

In today's fast-paced business environment, organizations need to make decisions quickly. LLMs can facilitate real-time predictive analytics by processing data streams in real-time, allowing businesses to react to emerging trends and changes in customer behavior promptly.

For example, in finance, LLMs can analyze market news and social media in real time to provide instant insights on market fluctuations. This capability enables traders and financial analysts to make informed decisions based on the latest data, enhancing their competitive edge.

7. Integration with Existing Systems

LLM development services can seamlessly integrate large language models into existing predictive analytics frameworks and business systems. This integration allows organizations to leverage the strengths of LLMs while maintaining their established processes.

By connecting LLMs to existing databases and analytics tools, businesses can enhance their predictive capabilities without overhauling their entire systems. This approach enables organizations to transition gradually to more advanced predictive analytics without significant disruptions.

Conclusion

Large Language Models have emerged as powerful tools that significantly enhance predictive analytics capabilities. Their ability to process unstructured data, improve prediction accuracy, analyze sentiment, simulate scenarios, and provide personalized recommendations makes them indispensable for organizations looking to harness the power of data effectively.

As businesses continue to evolve and adapt to a data-driven landscape, the role of LLM development services will become increasingly vital. By investing in LLMs, organizations can not only improve their predictive analytics but also gain a competitive edge in their respective industries. The future of predictive analytics lies in the innovative use of large language models, paving the way for more informed decision-making and enhanced business outcomes.

[iwebscrapingblogs]

Wikipedia Data Scraping Services | Scrape Wikipedia Data

In the digital age, data is the lifeblood of decision-making. Businesses, researchers, and enthusiasts constantly seek reliable sources of information to fuel their insights. Wikipedia, with its vast repository of knowledge, serves as a goldmine for this purpose. However, manually extracting data from Wikipedia can be a daunting and time-consuming task. This is where Wikipedia data scraping services come into play, offering a streamlined and efficient way to harness the wealth of information available on the platform.

What is Wikipedia Data Scraping?

Wikipedia data scraping involves using automated tools and techniques to extract information from Wikipedia pages. This process bypasses the need for manual copying and pasting, allowing for the efficient collection of large datasets. Scraping can include extracting text, infoboxes, references, categories, and even multimedia content. The scraped data can then be used for various purposes, such as research, analysis, and integration into other applications.

Why Scrape Wikipedia Data?

Extensive Knowledge Base: Wikipedia hosts millions of articles on a wide range of topics, making it an invaluable resource for information.

Regular Updates: Wikipedia is continuously updated by contributors worldwide, ensuring that the information is current and reliable.

Structured Data: Many Wikipedia pages contain structured data in the form of infoboxes and tables, which can be particularly useful for data analysis.

Open Access: Wikipedia's content is freely accessible, making it a cost-effective source of data for various applications.

Applications of Wikipedia Data Scraping

Academic Research: Researchers can use scraped Wikipedia data to support their studies, gather historical data, or analyze trends over time.

Business Intelligence: Companies can leverage Wikipedia data to gain insights into market trends, competitors, and industry developments.

Machine Learning: Wikipedia's vast dataset can be used to train machine learning models, improve natural language processing algorithms, and develop AI applications.

Content Creation: Writers and content creators can use Wikipedia data to enrich their articles, blogs, and other forms of content.

How Wikipedia Data Scraping Works

Wikipedia data scraping involves several steps:

Identify the Target Pages: Determine which Wikipedia pages or categories contain the data you need.

Select a Scraping Tool: Choose a suitable web scraping tool or service. Popular options include Python libraries like BeautifulSoup and Scrapy, as well as online scraping services.

Develop the Scraping Script: Write a script that navigates to the target pages, extracts the desired data, and stores it in a structured format (e.g., CSV, JSON).

Handle Potential Challenges: Address challenges such as rate limiting, CAPTCHA verification, and dynamic content loading.

Data Cleaning and Processing: Clean and process the scraped data to ensure it is accurate and usable.

Ethical Considerations and Legal Compliance

While Wikipedia data scraping can be incredibly useful, it is essential to approach it ethically and legally. Here are some guidelines to follow:

Respect Wikipedia’s Terms of Service: Ensure that your scraping activities comply with Wikipedia’s terms of use and guidelines.

Avoid Overloading Servers: Implement rate limiting to prevent overwhelming Wikipedia’s servers with too many requests in a short period.

Credit the Source: Always credit Wikipedia as the source of the data and provide links to the original pages where possible.

Privacy Concerns: Be mindful of any personal information that might be present in the scraped data and handle it responsibly.

Choosing the Right Wikipedia Data Scraping Service

Several factors should be considered when selecting a Wikipedia data scraping service:

Reputation: Choose a service with a proven track record and positive reviews from users.

Customization: Look for services that offer customizable scraping solutions tailored to your specific needs.

Data Quality: Ensure the service provides clean, accurate, and well-structured data.

Support and Maintenance: Opt for services that offer ongoing support and maintenance to address any issues that may arise.

Conclusion

Wikipedia data scraping services open up a world of possibilities for accessing and utilizing the vast amounts of information available on the platform. Whether for academic research, business intelligence, machine learning, or content creation, these services provide a powerful tool for extracting valuable insights. By adhering to ethical practices and legal guidelines, users can harness the full potential of Wikipedia data to drive innovation and informed decision-making.

As the demand for data-driven insights continues to grow, Wikipedia data scraping services will undoubtedly play a crucial role in shaping the future of information access and analysis.

[scholarnest]

SQL Course Training: Advancing Your Database Skills

In the realm of data analysis and management, SQL (Structured Query Language) stands as a foundational skill indispensable for professionals seeking to navigate and manipulate databases effectively. As the demand for data-driven insights continues to soar, honing your SQL proficiency through targeted training can significantly enhance your capabilities in data analysis and open doors to diverse career opportunities. Let's explore the significance of SQL course training and how it can advance your database skills.

Understanding the Importance of SQL in Data Analysis:

SQL serves as the universal language for communicating with relational databases, enabling users to retrieve, manipulate, and manage data efficiently. Whether you're a data analyst, data scientist, or database administrator, mastering SQL empowers you to extract valuable insights, perform complex queries, and optimize database performance. With its widespread adoption across industries, SQL proficiency has become a prerequisite for roles involving data analysis and database management.

Key Components of SQL Course Training:

SQL course training encompasses a range of topics tailored to equip learners with comprehensive database management skills. From basic SQL syntax to advanced query optimization techniques, these courses cover essential concepts and best practices for leveraging SQL effectively. Key components of SQL course training include:

- SQL Fundamentals: Understanding basic SQL commands, data types, and database objects.

- Querying Databases: Crafting SELECT statements to retrieve data from tables and apply filtering, sorting, and aggregation.

- Data Manipulation: Performing INSERT, UPDATE, DELETE operations to modify data within tables.

- Database Design: Understanding principles of database normalization, table relationships, and entity-relationship modeling.

- Advanced SQL Topics: Exploring advanced SQL features such as joins, subqueries, stored procedures, and triggers.

- Optimization and Performance Tuning: Techniques for optimizing SQL queries, indexing strategies, and enhancing database performance.

Choosing the Best SQL Course:

When selecting a SQL course online, it's essential to consider factors such as:

- Curriculum: Ensure the course covers a comprehensive range of SQL topics, from fundamentals to advanced concepts.

- Hands-On Practice: Look for courses that offer hands-on exercises and projects to reinforce learning and practical application.

- Instructor Expertise: Choose courses led by experienced SQL professionals with a track record of delivering high-quality instruction.

- Student Reviews: Assess feedback from past learners to gauge the course's effectiveness and relevance to your learning goals.

- Certification: Some SQL courses offer certification upon completion, which can validate your skills and enhance your credentials in the job market.

Integrating SQL with Data Analysis:

SQL proficiency synergizes seamlessly with data analysis tasks, enabling analysts to extract, transform, and analyze data stored in relational databases. Whether you're performing ad-hoc analysis, generating reports, or building data pipelines, SQL serves as a powerful tool for accessing and manipulating data effectively. By mastering SQL alongside data analysis skills and tools such as Python and Apache Spark, you can enhance your capabilities as a data professional and tackle complex analytical challenges with confidence.

Conclusion:

Investing in SQL course training is a strategic step towards mastering database management skills and advancing your career in data analysis. Whether you're a novice seeking to build a solid foundation in SQL or an experienced professional aiming to sharpen your expertise, there are ample opportunities to enhance your database skills through online SQL courses. By selecting the best SQL course that aligns with your learning objectives and investing time and effort into mastering SQL concepts, you can unlock new possibilities in data analysis and become a proficient database practitioner poised for success in today's data-driven world.

[affiliateinz]

ZapAI Review – Send Unlimited WhatsApp Campaigns

Hey I’m Inzamul, Welcome to my ZapAI Review – Send Unlimited WhatsApp Campaigns

ZapAI is a software platform that aims to revolutionize WhatsApp marketing and messaging for businesses. It utilizes cutting-edge artificial intelligence and automation technology to provide users with a powerful yet easy-to-use tool to boost their WhatsApp communication and outreach.

Table of Contents

ZapAI REVIEW OVERVIEW

Product: ZapAI

Creator: Seun Ogundele

Official Website: Click Here

Front-End Price: $17

Recommendation: Highly recommended!

Niche: software

Refund: Yes, 180-Day Money-Back Guarantee

Do You Want to Generate €100,000/Month?

Imagine Having An Autoresponder That Has Absolutely No Limits!

Top Features of ZapAI

Unlimited WhatsApp Messaging ZapAI enables users to send unlimited WhatsApp messages, with no caps on the number of contacts or campaigns. This facilitates wide-scale communication outreach.

Automated Lead Extraction The software can automatically extract relevant leads for users’ target niches, helping rapidly build contact lists for high-value outreach.

98% Open Rates ZapAI claims to achieve exceptional 98% open rates compared to 20-30% typically seen on email campaigns, leading to higher engagement.

Message Scheduling & Automation Users can schedule and automate their WhatsApp campaigns for one-time or recurring broadcasts, simplifying messaging operations.

AI Message Composition ZapAI leverages AI to automatically compose engaging, personalized WhatsApp messages for users’ campaigns based on custom inputs.

Built-in WhatsApp Store Builder The platform features a built-in store builder to create WhatsApp product catalogs and shops without needing websites or coding experience.

Detailed Analytics In-depth analytics offer transparency into the performance of users’ messaging campaigns, supporting data-driven optimization.

Omni-Channel Support ZapAI supports communicating seamlessly across channels like WhatsApp, SMS, web forms and more from a unified platform.

Payment Integration ZapAI enables integrating payment gateways like Stripe and PayPal directly into WhatsApp communication flows.

How You Can Use This Tool?

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Step 1 Access & Login: Click Any Of The Yellow Buy Buttons On This Page To Get AI Assist, Before The Monthly Fees Kick In to Instantly tap into the never- seen – before NexusAI Technology.

Step 2 Import & Auto-Extract Contacts… Instantly Import your contact list or Extract Red-Hot Mobile Leads In Any Niche with our Built-in Lead Finder & Verifier.

Step 3 Profit: With near 100% delivery rates… to highly-targeted leads (thanks to the built-in AI that creates your messages in a flash… & blasts them to UNLIMITED subscribers across WhatsApp ) – watch your profits soar. (With the FREE Commercial License Included – You can also send messages for clients & charge them a PREMIUM fee… which as per market rates is Quite a lot… more on that in a bit…)

Features and Benefits of This New Breakthrough

Unlimited WhatsApp Messaging Ability to send unlimited messages to contacts without restrictions

98% Open Rates Claims exceptionally high 98% open rates for messages leading to more engagement

AI-Powered Message Composition Leverages AI to automatically generate persuasive messages

Built-in WhatsApp Store Builder Enables creating WhatsApp product catalogs without coding or websites

Contact List Management Simplifies importing, organizing and managing WhatsApp contact lists

Message Scheduling & Automation Schedule and automate messaging campaigns for future or recurring sends

Quick Replies & Notifications Drive more engagement through quick replies and timely notifications

Benefits:

Increased Customer Outreach Messaging more contacts directly on their primary communication platform

Higher Engagement Rates Achieve more opens/clicks with exceptionally high engagement via WhatsApp

Enhanced Conversions Persuasive messaging coupled with automation boosts conversions

Improved Customer Experience Omnichannel support and payments integrated directly into messaging

Actionable Insights Performance tracking provides data to optimize and tailor campaigns

Faster Time-to-Value Intuitive platform with no coding required accelerates leveraging capabilities

The combination of WhatsApp messaging automation powered by cutting-edge AI represents a potential breakthrough in digital communication and engagement. However, impartial data is required to validate claims of achieving unlimited sends at 98%+ open rates. But the proposed capabilities are very compelling.

Who is perfect for ZapAI?

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What’s The Cost?

$17

ZapAI Review: FAQ

What is ZapAI? It’s the world’s first NexusAI “WhatsApp Autoresponder” that sends unlimited “bulk messages” to unlimited contacts with stunning 98% open rates… a staggering 16X. Welcome to the future of smart conversations!

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Thanks for read my article, ZapAI Review – Send Unlimited WhatsApp Campaigns

ZapAI Review – Send Unlimited WhatsApp Campaigns

Affiliate Disclaimer :

Some of the links in this article may be affiliate links, which means I receive a small commission at NO ADDITIONAL cost to you if you decide to purchase something. While we receive affiliate compensation for reviews / promotions on this article, we always offer honest opinions, users experiences and real views related to the product or service itself. Our goal is to help readers make the best purchasing decisions, however, the testimonies and opinions expressed are ours only. As always you should do your own thoughts to verify any claims, results and stats before making any kind of purchase. Clicking links or purchasing products recommended in this article may generate income for this product from affiliate commissions and you should assume we are compensated for any purchases you make. We review products and services you might find interesting. If you purchase them, we might get a share of the commission from the sale from our partners. This does not drive our decision as to whether or not a product is featured or recommended.

[koffeetips]

Java Delight: 7 Coffee Apps for Coffee Lovers, Made Simple

Coffee geeks unite! In today's digital age, there's no shortage of apps to enhance your coffee experience. From tracking your brew recipes to discovering new beans and methods, the 7 apps I found have you covered. If you're a true coffee aficionado, you won't want to miss these top 7 coffee apps for coffee geeks. Whether you're a seasoned barista or a coffee enthusiast just starting, there's an app to help you take your coffee game to the next level. Here are these 7 coffee apps: Table of Contents

Brew Timer BrewTime is an excellent app for coffee geeks who want to dial in their brewing process.It provides step-by-step instructions for popular brewing methods, as well as timers and temperature gauges to help you make the perfect cup of coffee every time.Timing is everything in coffee brewing, and Brew Timer ensures you hit the mark every time.This app offers customizable timers for various brew methods, ensuring you consistently achieve your preferred extraction time.

Coffeely This app provides a comprehensive guide to brewing coffee at home with various methods such as French press, drip coffee maker, pour-over, etc.It also offers a timer and a calculator to help users measure the amount of water and coffee beans needed for each cup.

Cofi - Brew Timer It is a free and open-source coffee brew timer for Android for making the perfect cup of coffee. With this app, you can easily time your coffee brews and achieve the perfect flavor every time.This app provides complete control over your brew time, whether you're using a French press, pour-over, or any other brewing method, this app makes it easy to keep track of your brew time and achieve coffee brewing optimally.

iBrewCoffee - Coffee Journal iBrewCoffee lets you save specialty coffee beans, record all your brewing recipes, and export print-ready PDFs so you can enjoy the fantastic cup of your favorite coffee.

Beanconqueror Beanconqueror is the product of the love of coffee in cups and hearts. Whether you're just starting, or are an experienced barista, Beanconqueror will help you get the most out of your coffee.

Espresso Log - Coffee Journal Espresso Log tracks and organizes your shots, coffee beans, grinders, and recipes. Utilizing a beautiful, informative presentation of your data, Espresso Log helps you analyze and improves your skills as a barista.

Café Finder When you're on the go and in need of a great coffee shop, Café Finder has your back. This app uses your location to recommend nearby cafes, complete with user reviews and ratings, ensuring you never settle for subpar coffee again. Conclusion Coffee geeks, rejoice! With these 7 coffee apps, you can take your coffee game to the next level.From mastering brewing techniques to discovering the finest beans and cafes, these apps cater to your passion for the perfect cup of joe.Download them today and elevate your coffee experience like never before.These are just a few of the many great coffee apps available. With so many options to choose from, there's sure to be an app out there that's perfect for you.So next time you're looking for a way to enhance your coffee experience, be sure to check out one of these coffee apps.

Keep In Touch If You Like My Articles.

As much as I like to share my knowledge and skills with you, I love to hear from you. If you have any suggestions or comments, please click here. Also don't forget to subscribe to our quarterly newsletters if you like my blogs and like to keep in touch.Of course to read more blog posts that I post now and then, such as  "Most Influential Coffee Blog Websites". Link Twitter Pinterest Facebook Linkedin Reddit Read the full article

[lilyofthesword-writes]

Make or Break (Loki Oneshot)

Summary: Loki and the reader are paired up for a mission to sneak into a newly discovered Hydra facility. If they are successful, S.H.I.E.L.D. may promote the reader to allow them on a larger variety of missions.

Pairing: Loki x Reader

Word Count: 6,831

Warnings/Disclaimers: Some cursing, violence, mentions of blood and injury

A/N: I lied on the word count when I posted the excerpt. I touched the text again trying to review for the millionth time.

Masterlist

Leaning back in your seat, you perused the tablet holding the mission information for the fourteenth time. It was supposed to be quick and simple, but it didn’t mean you should be any less prepared. Sneak into the newly discovered HYDRA base, download the data, extract the target and get back to headquarters in one piece. You’re only worry was who S.H.I.E.L.D. paired you with to complete this mission, the god who neglected to attend the briefing. You had worked with Black Widow and Hawkeye before, but that was it. You were a lower-level field agent whose clearance did not allow for you to go on the bigger missions with the other Avengers. No teaming up with super humans, gods or tech wizards for you. Or so you thought.

Your superiors thought it was a great idea for you to tag along with Loki this time. He had been a tentative Avenger for about five years now and was trusted enough to go on solo missions. Even though he could do this mission perfectly well on his own, you knew exactly why you were there. It was a test. You had worked for S.H.I.E.L.D. for a few years and were due for a promotion soon, but one you had to prove you were ready for. If everything went well, your ranking would be elevated and you’d be going on the higher priority missions. Loki had unwittingly become the key to success. The rumors were he was notoriously hard to work with, and if a person could successfully complete a mission with him, they were ready to be promoted. However, that rarely happened. Most of the agents Loki had been teamed with wound up either leaving for good or asking for a desk job, regardless of how successful they were.

You lowered the tablet as Loki strode with the grace and confidence of a panther onto the Quinjet. Instead of picking a seat, he came to a halt in front of you. Straining your neck, you kept your gaze up and locked with his. You may have been sitting but the man had no right being so tall. He was absolutely trying to intimidate you, to break you in that moment. You wondered if all the talk about him being difficult were true. Despite both of you working at S.H.I.E.L.D., you had only met in passing. You can’t exactly get a good read on someone’s personality when the only time you see them is at the other end of the hall. The most you two had ever done was a quick nod of acknowledgment before going back to work.

“Agent,” he finally spoke, pulling you from your thoughts.

“Loki,” you nodded like usual.

He took the seat across from you without breaking eye contact. You desperately wanted to return to your tablet. He was turning you into a nervous wreck, but you would not let him know that. Letting your stubbornness win, you kept up the staring contest that could have lasted an eternity. It was only when the Quinjet lifted off that he nodded back, a book appearing with a green shimmer in his hand to steal his attention away from you. Quietly letting out a breath you didn’t realize you were holding, you returned to the mission information.

The Quinjet touched down a ways from the HYDRA base in a forest clearing. For the sake of stealth, you had to go on foot for the rest. Reaching the edge of the forest, you and Loki scoped out the area containing what looked like an abandoned building. You knew better though. Your intel suggested there were a handful of basement levels where the HYDRA operatives were working. It also didn’t help that they had tiny, mostly well-concealed cameras around the building. That was the first hurdle.

Crouching in the grass behind the trees, you pulled open one of the pouches on your utility belt for the device you were going to need. Connecting it to the main wiring for the outside cameras would allow you to fake the feed so it would playback only recent footage, preventing their security from seeing you enter. All they could possibly notice is a slight flicker on their screens when the connection was made. With the device in hand and powered up, you looked to Loki. Surely he had seen these before working with the other agents. With a tilt of his head, motioned for you to keep quiet and close. He waved his hands over to two of you, a green mist shrouding you and tingling your face momentarily, and was on the move, stepping out into the clearing.

You tailed Loki as closely as possible without stepping on his heels. He had used some sort of invisibility charm to conceal you both, but you had no idea what kind of distance from him was allowed to keep it working. Reaching the building, you followed Loki around the perimeter until you found the mounted box that acted as the juncture for camera wirings. Running from the bottom of the box into the ground was the main wiring casing. You placed your device on the PVC casing and held it in place as it cut through the tube. When it finished, you pressed the button to lock it in place and waited for it to attach to the right wires, the device flashing green briefly when it finished. Thank the gods for Stark and his technology making things easier.

Locating a side door, Loki opened it a sliver to peer inside before ushering you to slide inside. Once you two were in, he gently pulled the door shut. Unsurprisingly, the area was like an empty warehouse and yet oddly clean. Had the building truly been abandoned, dust and cobwebs would have adorned the tall, industrial shelving and its contents. Slinking through the aisles, you managed to find the elevator with stairs nearby leading to the lower levels. You both silently agreed on the stairs.

Basement floor one was fairly sparse, but still held a few HYDRA agents on patrol. What you needed was probably down a couple of levels for security reasons. It was on the third basement level where things were getting more interesting. There still weren’t many people on this floor, but there was more variety. Men in officer uniforms and lab coats occupied these halls. Loki led the way under the subpar lighting for the next phase. You needed to find a terminal where you could plug in the flash-drive you were assigned and run the program for data extraction.

Spotting one near a large set of imposing doors, you tapped Loki’s arm to point him in the right direction. His reaction was somehow both predictable and surprising. He snapped his head around with an incredulous look on his face like how dare you touch him. Arching an eyebrow, you challenged him and pointed to the terminal console. A touch of tension rippled away from his shoulders as he huffed softly, leading you in the new direction. At the terminal, you inserted the drive and typed in the commands to run the program. As you waited for it to finish, you searched for information on the target’s location. All you had received in briefing and the mission files was the person’s name was Timothy Lawrence. Hopefully, that would be enough to find him in the database.

As you were scanning through anything that could be relevant, you were suddenly snatched away, shoved against the unforgiving metal wall and chest-to-chest with Loki. You were about to protest when you heard footsteps clopping in your direction. Making yourself as small as possible, you flattened yourself against the wall which allowed for Loki to bring himself closer. Although you were still invisible, it was only a visual trick. Sound or touch would shatter the illusion. A scientist and guard rounded the corner, not paying heed to the console, and passed through the doors next to it.

Relaxing slightly when the doors swished shut, you ducked under Loki’s arm to return to the console. You found a list of test subjects, and sifted through the test subject numbers until you stumbled on the one that was close.

Subject: 604

Initials: T.H.L.

Sex: Male

Age: 6

Location: 409

None of the other initials had fully matched the name you were given, so the chances this was the target were slightly more favorable. You closed out your search and the data extraction finished about thirty seconds later. Swiping and tucking the flash drive away safely, you nodded to Loki who immediately headed back to the stairs and brought you down to the fourth basement floor.

While creeping around the lower level to locate the correct room, dread gurgled in your stomach. You had heard of HYDRA’s child experiments, but actually being in its presence was entirely different. The kid was only six. What the hell were they doing to him and why? And did S.H.I.E.L.D. know how old the target was and not divulge that information to you? Wouldn’t that be important? You had to shake your head to bring yourself out of your self-made rabbit hole. Those questions could be answered later. You needed to focus on finding the kid and getting him out.

Loki stopped suddenly, you almost running into him. He gave you a pointed look and rolled his eyes. You had reached your destination. You pressed the button to the side of the door, allowing it to slide open. The room was filled with computers, some life monitoring systems. Those were alongside a table where an unconscious, small boy was strapped down. Loki closed the door and with a snap of his fingers, cancelled the invisibility charm as you made your way to check on the kid. His little eyes shot open upon hearing Loki, pupils dilating with fear and panic.

“Shhh... It’s alright,” you cooed softly, holding your palms out in front of you. “We’re getting you out of here.”

The little boy stilled, confusion transitioning to tentative understanding. That was until he saw Loki. A strangled squeak barely breached his throat. He struggled against his restraints, looking like he wanted to phase through the table to get away. You turned to Loki who held his hands up and backed away, the hurt clearly evident on his face.

“Hey, look at me.” You reached for the boy slowly, but his eyes were still focused on Loki. You cupped his face between your hands. “He’s with me.”

His eyes darted back to you, still scared out of his mind.

“Timothy, right?”

He nodded with tears threatening to soak his face.

“He’s working with the Avengers now. He’s here to help.” You brushed his matted hair away from his sweat slicked forehead. “We are getting you out of here. You’ll be safe, okay?”

He nodded again with a sniffle. You looked back at Loki and waved him over. Making himself as non threatening as he could manage, he stepped to the other side of the table. You two worked on undoing the padded restraints. Once free, you helped Timothy sit up, his arms shaking like a leaf in the wind. How long had he been kept like this? He could barely support the upper half of his body. If if arms were this bad, you didn’t even want to know how badly his legs atrophied.

“Here.” You spun around so your back was facing the table. “I’ll carry you.”

Loki strode over to help Timothy drape his arms over your shoulders and kept him in position as you hooked your arms under his legs to hold him up. Ready to be back on the move, Loki placed his invisibility charm over the three of you. He led you back through the compound only stopping to keep you all from running into HYDRA agents. It wasn’t until you had reached the stairs on the third floor when the alarms went off. You and Loki looked at each other momentarily before booking it. Between the sirens and pounding feet, it’s not like you needed to worry about being quiet anymore.

Dodging various agents sprinting up and down the stairs, you made it to the ground floor which was now filled with armed guards to prevent your escape. Thankfully, they still could not see you, but you needed to get past them to reach any of the doors. Loki pulled you to the side behind some shelving, cloning himself in the process. His now visible clone teleported near the guards who proceeded to fire at it. The distraction allowed you to sneak back out the side door, but the door slamming shut did not go unnoticed. You were almost into the forest when the agents funneled out of the building, showering you with bullets.

With the illusion broken, Loki slowed to place himself in between you and the agents, raising a barrier to stop the bullets. Timothy clung to your suit as tightly as his little hands could, his whimpers barely audible over the gunfire and shouting. The Quinjet was just becoming visible through the trees and brush.

Stumbling once or twice, you glanced back to try to catch his attention. “We’re almost there, Buddy,” you huffed. “Just keep holding on.”

He nodded as he shoved his face in your shoulder. The ramp to the Quinjet lowered as you reached the clearing. Not waiting for it to lock in place, you hopped onto the ledge with Loki hot on your heels. While you settled Timothy into a seat, Loki closed the ramp and informed the pilot to lift off. The cacophony of bullets pinging the jet like clanging pots and pans grew quieter as you took off for home.

You let out a sigh of relief and slumped in your seat, an arm wrapped around Timothy who had curled into your side. The older sibling in you, a roll that had been ripped from you all too early in life, took over as you gingerly carding your fingers through his hair until he fell asleep. Being so focused on the kid, you almost missed Loki giving you an appraising look. He was standing near the cockpit, watching you two curiously. With a sudden furrow of his brow, he strode over and knelt next to you.

“You’re injured,” he stated before you could get a word out about his strange behavior.

“What’re you talking about?” You looked down to find a small trail of blood originating from your left calf. That was when you finally felt it. The adrenaline-fueled chase must have fogged up your brain enough for you to not notice you had been shot.

Loki lifted your leg to get a better look, you hissing in pain as he did. You did your best not to squirm so you wouldn’t wake Timothy from his well-deserved rest. Your free hand gripped the edge of the seat. Had you not been wearing gloves, Loki would have seen your knuckles turn white.

Materializing one of his knives, he carefully cut and removed the offending pants leg that blocked his attempt to tend to your wound. “I will need to remove the bullet,” he said, returning to his feet to grab the first-aid supplies.

Grimacing at the thought, you shook your head. “Let’s just throw some antiseptic on it and wrap it. The bullet can wait until we get back.”

“Tch. Stubborn mortal,” he scoffed. “It will only be worse for you if we do that.”

He returned to your side with the supplies. He paused to look up at you and then Timothy. Placing a glowing green palm on the boy’s forehead, he muttered something in an unrecognizable language.

“There. Now he won’t be disturbed for the next few hours.”

Without giving you a chance to protest further, he cleaned your wound before starting on the bullet. Luckily, for both of you, it was not too deep. You still tore off a glove to bite down on in an attempt to not focus on the pain, but it could have been worse. Loki was surprisingly gentle throughout the whole ordeal. Although, you couldn’t help but wonder why he didn’t just use his magic. Had he exhausted his abilities having used them for most of the mission?

A light squeeze to your knee brought you back to reality. Loki had finished wrapping your leg and proceeded to sit himself on the other side of Timothy. You tried to stay awake to keep an eye on the peaceful boy in case he woke up. After several times of you catching Loki watching you and Timothy, you gave up and allowed sleep to overtake you.

Timothy stirred when the Quinjet touched down, your arm still around his tiny frame. Moving to stand and prepare to leave, you felt his fingers dig into your suit, not ready to part from you just yet. Instead, you pulled him into your lap and stood to carry him out, ignoring the leg that caused a slight limp in your gait. As if on cue, his limbs wrapped around you like a spider monkey. Meeting you as you exited the jet was a medical team. A nurse swept in to take Timothy with them to the med bay, but Loki placed himself in front of you. The nurse stepped back fearfully bumping into one of her teammates. The crew looked at a loss of what to do until Agent Hill stepped through the doors.

Sighing, she motioned you inside. “Let’s get him to the medical wing.”

What an odd locomotive you all made moving down the halls. Hill was in lead with you following directly behind her. Loki stayed close to you, a hand ghosting your back between your shoulder blades. The medics were in last as they tried to keep up without getting too close to Loki. Timothy shifted in your arms like he was trying to get more comfortable. Rubbing his back, you pressed forward. What you weren’t able to see was that he kept peering up at Loki with the smallest, shyest possible smile.

Finally reaching the room the medical team was going to perform a checkup on the kid, you set him down on the bed, but he still wasn’t ready to let go. You were able to pull away just enough to see his face. He didn’t seem quite as scared but it was clear he was not fond of the medics. While some wore scrubs, the rest had lab coats that were too similar to the HYDRA scientists.

“They aren’t here to hurt you,” you smiled softly. “They just want to make sure you’re not hurt or sick, okay?”

He released his grip on you and folded his hands in his lap, allowing you to take a step back.

“Would you feel better if we stayed in the room?”

Looking between you and Loki who was currently behind you, he nodded vigorously. You smiled back and moved to lean against the far wall, close enough to see you but not enough to crowd the medics. Loki looked thoughtfully at Timothy who stared back at him with hopeful eyes before joining you.

A couple weeks later, you were at your station, rummaging through emails. You found one about Timmy, as he preferred to be called, being transferred at the end of the month to another facility where other children rescued from HYDRA were residing. At least he would be with kids his own age. Through the tests the medical team had run, it turns out Timmy was enhanced. HYDRA had taken him and his family, but left only him alive when they learned the rest of his family held no mutations. S.H.I.E.L.D. would not divulge to you what his abilities were, but considering how quickly he bonded with you and Loki, you were at least allowed to contact and visit him every so often, something you planned to work into your schedule.

You closed out your emails upon hearing approaching footsteps. Agent Hill was speed walking towards you with a folder in hand.

“Good morning, Agent,” she greeted you with an infectious smirk, holding the folder out to you.

“Good morning, Agent Hill.” You took the folder and checked the paperwork inside. Holding back a squeal, you hugged the folder to your chest. “Really?!”

“Congratulations!”

You bit your lip to contain your excitement. “I wasn’t really expecting this, especially so soon.”

“Well, I shouldn’t be telling you this but...” She sidled up next to you, lowering her voice. “I did read Loki’s report. The partner review section is usually filled with snarky comments and insults. Your’s was different. It was glowing compared to past reports.”

You tilted your head at her in confusion. There was plenty for him to complain about. You were not perfect. Your skills as a field agent were slightly above average, nothing to write home about. There was a lot you could do better.

“There was only one word.”

Arching an eyebrow, you nodded for her to continue.

“Tolerable.”

That was a glowing review?! You had to stop yourself from laughing. You really did not want to know what he wrote about the others.

After the mini-gossip session, Agent Hill left you to continue her other tasks. With a slight bounce in your step, you headed to the break room for some coffee. You were later than usual, but everyone on this floor was usually pretty good about making sure the coffee pot was never left empty. Opening an overhead cupboard, you groaned to yourself. All the mugs were on the higher shelving. Where were the ones that were normally lower? You weren’t sure you could reach even if you stood on your toes, but damned if you weren’t going to try anyways.

“Having trouble, Agent?” a low voice queried from behind startling you.

About to lose your balance, you tried to put yourself back fully on your feet but overcompensated and fell backwards instead. A pair of hands grabbed your shoulders, preventing you from hitting the ground. You righted yourself and spun on your heel to face the trickster.

“Thanks, Loki...”

“You’re quite welcome, Agent.” The way he emphasized “agent” made you nervous. You weren’t sure if it was in a good or bad way.

He reached past you into the cupboard. Grabbing a couple of mugs, he offered you one with a sly smile. “Is this what you needed?”

Of course he could reach with no problems. You cleared your throat as you took one from him. “Y-yes. Thank you.”

Turning back around to face the counter, you started to pour coffee into your mug. Loki slid in next to you and turned on the electric kettle. You caught him watching you from your peripheral vision as you moved to the fridge for creamer. Having added just the right amount, you leaned your back on the counter. You take a sip, the mug a barrier to hide part of your face.

“So... What brings you here?”

He motioned to the tea bag he had pulled from the container on the counter.

You rolled your eyes. “Is that all?” This floor wasn’t even the normal floor he visited. What was he up to?

“Yes, Little Agent,” he smirked. “This break room is much quieter than the one normally inhabited by the beloved Avengers.”

Snickering, you took another sip. “Right, right.”

Knowing he had been caught, he shifted his focus on the water just starting to boil.

You pushed yourself away from the counter. “Well, I need to get back to work. See you around?”

“Indeed, Agent.”

Timmy flew into your arms as you knelt near the ramp of the Quinjet. “You’re going to come visit, right?”

“Promise,” you reassured him with a grin. How this kid managed to bounce back so quickly was beyond you, but seeing him this happy brought a spark of warmth to your chest. This was one of the reasons you joined S.H.I.E.L.D.

He let go and peered around you sheepishly. “Mr. Loki?”

Looking over your shoulder, the mischievous god was leaning back near the door preferring to watch from a distance. He ducked his head to hide the light smile on his face. “I’ll see what I can do.”

Turning away so Loki couldn’t see, you smiled at their interaction. Who knew Loki could be a softie.

An agent appeared at the top of the ramp, ready to bring Timmy onboard.

“Be good for them, okay?” You ruffled his hair and stood up.

He nodded and hugged you one more time before running off to the agent. He turned back before the ramp closed, giving you and Loki a wave goodbye. With the Quinjet taking off, you spun on your heel and made your way to the door.

“You are much too kind.”

You hand paused on the door handle. “I’m sorry?”

Loki faced you, a scrutinizing look in his eyes. “You are too kind for this line of work.”

“I can handle it, Loki. I have my reasons for being here,” you scoffed, arms folded across your chest.

“I never said it was a bad thing.” He smirked at you and opened the door for you to enter first. “It’s rather refreshing.”

This god really knew how to flip an emotional switch. You just shook your head and proceeded inside, deciding it was better to not stand around argue with him. There was a new mission briefing for the two of you to attend, and you were not about to let him make you late.

Fury kept pairing you and Loki for missions. Sometimes another field agent or Avenger would tag along for support, but for the most part it was just you two. Most of the missions involved as much stealth as possible, but combat was inevitable in some cases. Loki might as well have glued himself to you during those moments. He never left you when a fight broke out, going so far as to stand between you and the shots fired in your direction. Guess he found a little more than “tolerable”.

Even outside of the missions you wound up spending time together. With the promotion, your work station had been moved to the same floor as the Avengers which meant you also shared the break room and training facilities. While Loki never showed up at your workstation, he did “happen” to come across you everywhere else, usually sticking to the background when others were around.

“You know, Loki, stalking someone generally involves the stalker not being in plain sight,” you teased, using a towel to wipe the sweat from your face. Training with Nat, as she nearly demanded you to call her, was intense but absolutely worth it. You attributed the recent mission successes to her as you may not have survived with out her guidance.

“Tch. I would not consider it ‘stalking,’ merely watching your back,” he scowled, clearly not amused.

“Calm down, Mischief. I’m only joking,” you grinned, nudging past him out the door. “But seriously, you don’t need to constantly ‘watch my back’. We’re at S.H.I.E.L.D., not on a mission.”

Following you, he taunted, ���Then, I suppose you would prefer to be left alone. I see how it is.” He feigned being hurt by your words.

“That’s not what I meant, and you know it,” you deadpanned.

His pace quickened until he spun in front of you, forcing you to a halt. “Then, my little agent, what do you mean?”

You quirked an eyebrow at him in a moment of silence. For whatever reason, he had taken to calling you that a few months ago. You were oddly okay with it, possibly even liked it though you were not ready to admit that just yet.

“What I mean is...” You took a step closer, now mere inches away, heart thundering in your chest. “You are allowed to talk to me when there are other people nearby.”

He leaned in, pushing how far this little standoff was going to go. “So I have your permission now? Thank you so much.”

“You never needed it.” Gods, you were so close now. You could have just gotten it over with and kissed him, but the thought of his reaction stopped you. Loki could be so hard to read. You couldn’t take anything at face value. It would not surprise you if he were messing with you now. But you could always try to catch him off guard...

“Now if you’ll excuse me,” you smirked and stepped around him. “I would like to get cleaned up for my date tonight.”

With that, you darted into the locker room, leaving the trickster frozen in the hall, mouth agape.

“He does like you,” Timmy said sporadically yet nonchalantly as he kicked the ball to you.

“‘He’ who?” You kicked the ball in the air towards him.

“Mr. Loki.”

You rolled your eyes at his “no duh” tone. “Maybe as a coworker.”

“Nooo!” He bounced the ball off his head, letting it then hit the ground to be forgotten. “I mean ‘like like’.”

You were about to scoff but thought back to earlier in the day. Loki’s reaction to your comment could lead someone to believe that, but that certainly was not enough proof. And, no. You were not on an actual date, but a date is a kind of planned event, and you had planned to visit Timmy. Loki would probably see through your partial lie eventually, but you at least had him in that moment.

“Now what makes you say that?”

“He always talks about you when he’s here.”

So Mischief does visit him... Imagining Loki running around this playground with Timmy was kind of cute.

“I’ll bet it’s nothing good,” you joked.

Timmy shook his head, not understanding your jest. “It’s how nice you are. He said that you’re one of the only people here who isn’t mean to him.”

Well, that was kind of true. Just because he had been with the Avengers for so long did not mean everyone was going to be friendly with him. New York was a factor but his current demeanor towards “Midgardians” was enough to turn most people away.

“That doesn’t mean he... ‘like like’s me,” you grimaced. Speaking like this made you feel like you were in high school again.

“But he told me-” He clapped his hands over his mouth.

“Told you what?”

He shook his head, his hair slinging wildly.

“Timmy...” you warned.

“But I promised him I wouldn’t tell,” he admitted through his hands.

Knowing how important promises can be for children, you sighed, “Okay, okay. I won’t push it anymore.”

Relief flooded his tiny face as he relaxed. Looking up at the pinks and oranges seeping into the sky like paint with too much water, you pouted. “Alright, Buddy. Looks like we need to head inside.”

Timmy mirrored your pout, but ran to you and clutched your hand as you led him into the building.

Well, this was going to be a boring mission. You were going solo this time. Loki was with his brother off-world, so that meant you had no one but the pilot to chat with. Admittedly, Loki was quite the conversationalist when he wanted to be. It kept the trips to and from locations from growing stagnant, something you very much appreciated. Plus, you just liked hearing his alluring voice, even when he teased you just to see how flustered you would get. You were a little surprised with how much you missed him being around.

At least this was supposed to be quick. The newly-found HYDRA facility was about three hours away. Get in. Snag data. Go home. Intel showed it was small without many people there. Should be easy enough. But... Nothing is ever goes as smoothly as it should.

Glancing out the window as the Quinjet was landing, you noticed how close you were to the facility. In fact, you were a lot closer than you should have been.

“Sir?” You left your seat to confront the pilot. “What’s this about? This is a stealth mission. You’re going to give away-”

You had to jump back to avoid a punch. The pilot had left the controls to take care of you, gun in hand. Is this guy serious right now?! There was no way you were going to give this guy a chance to shoot you. You ducked low, charging him and rammed yourself at his stomach, elbow aimed for his solar plexus. With the wind knocked out of him, he stumbled backwards, grasping at anything that would keep him upright. Taking the opening, you used a seat near you as leverage to jump high enough to wrap your legs around his neck, using the momentum and gravity to swing yourself around to slam him into the ground (a nice little trick Nat so graciously taught you). The force to the metal flooring was enough to leave him unconscious.

Scrambling up, you formulated a quick plan in your head: Take off, secure this asshole and comm headquarters. You made the executive decision to end the mission early. If this guy was a double agent, then whoever was in the facility knew you were coming. You were making your way to the cockpit when you felt something sharp pierce your neck. Immediately, you yanked out what you found to be a dart, spinning around to see where it came from. At some point in your fight, the Quinjet had touched down and the ramp lowered. With your vision growing alarmingly blurry, you could barely make out the armed guards before everything faded black.

Your head was throbbing when you opened your eyes again. The room was dark with a cold, uninviting floor and thick metal bars in front. You tried to sit up, hoping the small change would alleviate your headache but failed. Your captors had secured your hands behind your back, rather tightly to be honest. The restraints were harshly cutting into your wrists while making it as awkward as possible to do anything from your position. Trying again, the muscles in your side seized up and your ribs screamed in agony, a groan falling from your throat.

“Oh look, the S.H.I.E.L.D. agent is awake.”

You flinched not having heard the footsteps leading to your cell. You kept your head on the concrete floor as you looked up at the dark figure leaning on the opposite side of the bars.

“Now,” he started as he unlocked the door and let himself in. “I am going to ask you some questions, and you are going to answer them.” He nudged you with his foot. “Understand?”

Clenching your jaw, you pointedly looked away from him. Like hell. He just chuckled. The gritty sound reverberated off the walls.

“How cute. Your stubbornness won’t last long here.” The man began circling you slowly. “I know you are one of the agents who stole Subject 604.”

“You mean one of the agents who rescued a boy named Timmy,” you spat, earning you a hard blow to your back.

Hissing through your teeth, you rolled onto your stomach to relieve the pain of your bruising backside, but a foot pulled you back onto your side.

“Quite rude of you to interrupt,” he growled, moving to stand in front of you. “Now, all I want to know is where you have taken my test subject.”

“Hah,” you barked. “Like I’ll help some monster running experiments on children.”

A kick to your ribs and you curled in on yourself, coughing up the blood trying to take refuge in your lungs. He ripped you from the floor by your hair when a deafening alarm suddenly blared in the facility.

“You want a monster? Then, a monster you will have,” his hissed in your face before throwing you back down and leaving you in your cell to rot. You knew he’d be back later to finish what he started.

Biting back a pained moan, you pushed your head into the concrete floor, but the cold did little to soothe your pain. The alarm made sure of that, the tone causing your ears to faintly ring. You scooted yourself backwards against the wall and used it to help sit yourself upright. With that little bit of success, you rewarded yourself by closing your eyes and leaning against the wall. Now maybe you could think a little better so you could figure out a plan to get the hell out of there.

A low, familiar voice called your name, startling you to open your eyes. Had you blacked out again?

“By the Norns, you’re are alive,” a second booming voiced sounded off.

Maybe you were hallucinating. They weren’t supposed to be here. “Wha- Loki? Thor?”

Loki picked the lock open with his seiðr and rushed to you to release your bonds. “Let us leave this place, my little agent.” He spoke just loud enough for you to hear him over the alarms that were still roaring.

Gingerly scooping you into his arms, he strode back to Thor who was holding back the HYDRA agents who found you all there. He looked back at you and Loki over his shoulder. “Let’s go!” He threw his hammer down the hall, hitting the agents and forming a path.

Between Thor’s hammer and Loki’s seiðr, it didn’t take long for you all to convene with Captain America and Nat and make it to their Quinjet. The one you had taken for your mission was probably long gone. With everyone onboard, the pilot took off and navigated for headquarters.

Loki sat you down in a seat, giving you a once over to see where you were hurt with Nat giving her input. You probably had a concussion, cracked ribs and definitely a plethora of bruises. The best they could do at the moment was keep you comfortable without agitating the damage.

In one swift move, Loki picked you back up and placed you in his lap as he sat, holding you to his chest. Leaning into the embrace, you nuzzled up to him, too tired to notice the knowing looks earned from the rest of the team.

“I thought you were off-world,” you struggled to say, your voice barely breaking a whisper. Exhaustion was creeping up your limbs.

He rested a cheek on top of your head. “We were. We came back as soon as we learned you were missing. I thought I had lost you.”

Your mind grew foggy, slurring your words. “Nope... Not gettin’ rid of me so eas’ly...”

“I wouldn’t dream of it. Now sleep, my little agent.”

Traipsing through the jungle gym, you followed Timmy who was making his way to the monkey bars. He boldly hopped off the platform and latched onto one of the bars. As he swung himself forward, catching the next bar, you reached out for the closest one.

“Should you really be doing that, Dove?”

Loki was suddenly on the ground next to you.

“What? It’s just monkey bars.”

“You’ve only been out of the Med Bay for a week,” he deadpanned.

Huffing, you sat down on the platform, knowing you would not win this argument. “Fine. But you’re helping me down.”

He was already in front of you, ready to pull you into his arms. “With pleasure,” he smirked with a playful glint in his eyes.

You slid into his embrace and wrapped your arms around his neck. He just held you like that, staring into your eyes. You smiled and pressed your forehead to his. Although he thought it was cute, Loki had a better idea. He tilted his head and captured your lips instead which you all too willingly encouraged.

“Come on, you guys! It’s gonna get dark soon,” Timmy yelled to you, wanting you to follow him to the next jungle gym section.

With the moment shattered, Loki set you down and placed a chaste kiss to your forehead. You intertwined your fingers with his, pulling him along in Timmy’s direction. Both of you walked alongside the jungle gym and watched the ecstatic boy as he navigated the various obstacles.

“You know,” you began teasingly, leaning on Loki who hummed in response. “I don’t think I ever properly thanked you for rescuing me.”

“No... No, I don’t think you did,” he smirked mischievously.

You squeezed the hand you were holding. “What can I do to show my appreciation for your valiant efforts?”

“Hmm...” He looked at you with mock contemplation. “How about... You, my little agent, join me for dinner tonight?”

You nodded in agreement. “I’d love that.”