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AIM Hackathon 2024: Sustainability Meets LLMs

On October 19th, 2024, TIMETOACT GROUP Austria hosted the Hackathon “Sustainability meets LLMs” organized by AIM – AI Impact Mission. This event brought together talented minds from JKU, TU, Universität Wien, WU and industry. The goal was to come up with and develop innovative Retrieval-Augmented Generation (RAG) solutions within one day, tackling real-world sustainability challenges using public ESG and sustainability reports. With a focus on impactful AI applications, participants addressed key issues like greenwashing detection, ESG report relevance mapping, and compliance with the European Green Deal.

The Top 3 Teams

First Place: SAM – Sustainability Advanced Model

The winning team, nexus. Group AI, developed SAM, an AI-powered ESG reporting platform designed to help companies streamline their sustainability compliance. SAM leverages RAG and NLP to generate real-time ESG compliance scores and insights, aligning with European Green Deal goals. By utilizing data from multiple sources and providing an intuitive dashboard, SAM empowers businesses to manage sustainability proactively.
Read more about the winning project here →

Second Place: Trustpilot for ESG

This solution tackled greenwashing by detecting misleading claims in ESG reports. The NightWalkers designed a scalable tool that assigns trustworthiness scores based on various types of greenwashing indicators, including unsupported claims and inaccurate data. This tool is especially valuable for investors, NGOs, and consumers seeking to hold companies accountable for their sustainability claims.
Read more about Trustpilot for ESG here →

Third Place: ESG Relevance Mapping

The Venturers team created an architecture to identify the relevance of each section. Their prototype classified sentences based on its content, making it easier to identify concrete facts versus promotional, vague statements. This relevance map helps users quickly navigate reports, enabling standardized comparisons between companies and incentivizing clarity in ESG reporting.
Read more about ESG relevance mapping here →

We want to acknowledge the incredible efforts of all participating teams, who demonstrated creativity, technical skill, and a strong commitment to sustainability! Each team brought unique insights and learned valuable lessons throughout the hackathon, contributing to an inspiring event that showcased the potential of AI to drive positive environmental and social impact.

Felix KrauseBlog
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Third Place - AIM Hackathon 2024: The Venturers

ESG reports are often filled with vague statements, obscuring key facts investors need. This team created an AI prototype that analyzes these reports sentence-by-sentence, categorizing content to produce a "relevance map".

Felix KrauseBlog
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Second Place - AIM Hackathon 2024: Trustpilot for ESG

The NightWalkers designed a scalable tool that assigns trustworthiness scores based on various types of greenwashing indicators, including unsupported claims and inaccurate data.

Felix KrauseBlog
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SAM Wins First Prize at AIM Hackathon

The winning team of the AIM Hackathon, nexus. Group AI, developed SAM, an AI-powered ESG reporting platform designed to help companies streamline their sustainability compliance.

Rinat AbdullinRinat AbdullinBlog
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LLM Performance Series: Batching

Beginning with the September Trustbit LLM Benchmarks, we are now giving particular focus to a range of enterprise workloads. These encompass the kinds of tasks associated with Large Language Models that are frequently encountered in the context of large-scale business digitalization.

Rinat AbdullinRinat AbdullinBlog
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Let's build an Enterprise AI Assistant

In the previous blog post we have talked about basic principles of building AI assistants. Let’s take them for a spin with a product case that we’ve worked on: using AI to support enterprise sales pipelines.

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ChatGPT & Co: LLM Benchmarks for September

Find out which large language models outperformed in the September 2024 benchmarks. Stay informed on the latest AI developments and performance metrics.

Aqeel AlazreeBlog
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Part 1: Data Analysis with ChatGPT

In this new blog series we will give you an overview of how to analyze and visualize data, create code manually and how to make ChatGPT work effectively. Part 1 deals with the following: In the data-driven era, businesses and organizations are constantly seeking ways to extract meaningful insights from their data. One powerful tool that can facilitate this process is ChatGPT, a state-of-the-art natural language processing model developed by OpenAI. In Part 1 pf this blog, we'll explore the proper usage of data analysis with ChatGPT and how it can help you make the most of your data.

Rinat AbdullinRinat AbdullinBlog
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So You are Building an AI Assistant?

So you are building an AI assistant for the business? This is a popular topic in the companies these days. Everybody seems to be doing that. While running AI Research in the last months, I have discovered that many companies in the USA and Europe are building some sort of AI assistant these days, mostly around enterprise workflow automation and knowledge bases. There are common patterns in how such projects work most of the time. So let me tell you a story...

Rinat AbdullinRinat AbdullinBlog
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The Intersection of AI and Voice Manipulation

The advent of Artificial Intelligence (AI) in text-to-speech (TTS) technologies has revolutionized the way we interact with written content. Natural Readers, standing at the forefront of this innovation, offers a comprehensive suite of features designed to cater to a broad spectrum of needs, from personal leisure to educational support and commercial use. As we delve into the capabilities of Natural Readers, it's crucial to explore both the advantages it brings to the table and the ethical considerations surrounding voice manipulation in TTS technologies.

Rinat AbdullinRinat AbdullinBlog
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Open-sourcing 4 solutions from the Enterprise RAG Challenge

Our RAG competition is a friendly challenge different AI Assistants competed in answering questions based on the annual reports of public companies.

Rinat AbdullinRinat AbdullinBlog
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Strategic Impact of Large Language Models

This blog discusses the rapid advancements in large language models, particularly highlighting the impact of OpenAI's GPT models.

Aqeel AlazreeBlog
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Part 4: Save Time and Analyze the Database File

ChatGPT-4 enables you to analyze database contents with just two simple steps (copy and paste), facilitating well-informed decision-making.

Aqeel AlazreeBlog
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Part 3: How to Analyze a Database File with GPT-3.5

In this blog, we'll explore the proper usage of data analysis with ChatGPT and how you can analyze and visualize data from a SQLite database to help you make the most of your data.

Matus ZilinskyBlog
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Creating a Social Media Posts Generator Website with ChatGPT

Using the GPT-3-turbo and DALL-E models in Node.js to create a social post generator for a fictional product can be really helpful. The author uses ChatGPT to create an API that utilizes the openai library for Node.js., a Vue component with an input for the title and message of the post. This article provides step-by-step instructions for setting up the project and includes links to the code repository.

Rinat AbdullinRinat AbdullinBlog
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Part 1: TIMETOACT Logistics Hackathon - Behind the Scenes

A look behind the scenes of our Hackathon on Sustainable Logistic Simulation in May 2022. This was a hybrid event, running on-site in Vienna and remotely. Participants from 12 countries developed smart agents to control cargo delivery truck fleets in a simulated Europe.

TIMETOACT GROUP
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Sustainability. Wir unterstützen Sie dabei, Ihre Nachhaltigkeitsstrategie zu entwickeln und umzusetzen.
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Sustainability

Sustainability, i.e. the ability to act in an ecologically, socially and economically responsible manner, is more than just a trend. It is a necessity in order to remain competitive and future-proof in the long term. More and more customers, investors and employees expect companies to be committed to the environment and society and to report transparently on their sustainability goals and performance.

Workshop
Workshop

AI Workshops for Companies

Whether it's the basics of AI, prompt engineering, or potential scouting: our diverse AI workshop offerings provide the right content for every need.

TIMETOACT
Marc BastienMarc BastienBlog
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ESG Diary | Implementation of Envizi ESG Suite |Part 1

In the first part of our ESG diary, we report on the implementation of the IBM Envizi ESG Suite at the delta pronatura group of companies. Compliance with ESG and sustainability standards is mandatory for companies in order to meet the requirements of the EU's Corporate Sustainability Reporting Directive (CSRD). Find out more about the ongoing project in our diary.

TIMETOACT
Marc BastienMarc BastienBlog
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ESG Diary | Knowledge Transfer & Communication | Part 2

In this part of our ESG diary, we once again report on the implementation of the IBM Envizi ESG Suite at the delta pronatura group of companies. This time you can read about the current challenges, questions and problems we are facing in determining and documenting technical aspects.

Laura GaetanoBlog
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5 lessons from running a (remote) design systems book club

Last year I gifted a design systems book I had been reading to a friend and she suggested starting a mini book club so that she’d have some accountability to finish reading the book. I took her up on the offer and so in late spring, our design systems book club was born. But how can you make the meetings fun and engaging even though you're physically separated? Here are a couple of things I learned from running my very first remote book club with my friend!

TIMETOACT
Marc BastienMarc BastienBlog
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ESG Diary | Realizing sustainable data solutions |Part 3

In the last entry of our ESG diary, we reported again on the challenges and the successful completion of the implementation of the IBM Envizi ESG Suite at the delta pronatura group of companies. Read on now.

Ian RussellIan RussellBlog
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Introduction to Functional Programming in F# – Part 6

Learn error handling in F# with option types. Improve code reliability using F#'s powerful error-handling techniques.

Ian RussellIan RussellBlog
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Introduction to Functional Programming in F# – Part 5

Master F# asynchronous workflows and parallelism. Enhance application performance with advanced functional programming techniques.

Ian RussellIan RussellBlog
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Introduction to Functional Programming in F# – Part 4

Unlock F# collections and pipelines. Manage data efficiently and streamline your functional programming workflow with these powerful tools.

Ian RussellIan RussellBlog
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Introduction to Functional Programming in F# – Part 12

Explore reflection and meta-programming in F#. Learn how to dynamically manipulate code and enhance flexibility with advanced techniques.

Laura GaetanoBlog
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My Weekly Shutdown Routine

Discover my weekly shutdown routine to enhance productivity and start each week fresh. Learn effective techniques for reflection and organization.

Ian RussellIan RussellBlog
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Introduction to Functional Programming in F#

Dive into functional programming with F# in our introductory series. Learn how to solve real business problems using F#'s functional programming features. This first part covers setting up your environment, basic F# syntax, and implementing a simple use case. Perfect for developers looking to enhance their skills in functional programming.

Ian RussellIan RussellBlog
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Introduction to Functional Programming in F# – Part 10

Discover Agents and Mailboxes in F#. Build responsive applications using these powerful concurrency tools in functional programming.

Ian RussellIan RussellBlog
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Introduction to Functional Programming in F# – Part 11

Learn type inference and generic functions in F#. Boost efficiency and flexibility in your code with these essential programming concepts.

Rinat AbdullinRinat AbdullinBlog
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Innovation Incubator Round 1

Team experiments with new technologies and collaborative problem-solving: This was our first round of the Innovation Incubator.

Bernhard SchauerBlog
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ADRs as a Tool to Build Empowered Teams

Learn how we use Architecture Decision Records (ADRs) to build empowered, autonomous teams, enhancing decision-making and collaboration.

Nina DemuthBlog
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From the idea to the product: The genesis of Skwill

We strongly believe in the benefits of continuous learning at work; this has led us to developing products that we also enjoy using ourselves. Meet Skwill.

Ian RussellIan RussellBlog
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Introduction to Functional Programming in F# – Part 2

Explore functions, types, and modules in F#. Enhance your skills with practical examples and insights in this detailed guide.

Ian RussellIan RussellBlog
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Introduction to Functional Programming in F# – Part 9

Explore Active Patterns and Computation Expressions in F#. Enhance code clarity and functionality with these advanced techniques.

Ian RussellIan RussellBlog
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Introduction to Functional Programming in F# – Part 3

Dive into F# data structures and pattern matching. Simplify code and enhance functionality with these powerful features.

Ian RussellIan RussellBlog
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Introduction to Partial Function Application in F#

Partial Function Application is one of the core functional programming concepts that everyone should understand as it is widely used in most F# codebases.In this post I will introduce you to the grace and power of partial application. We will start with tupled arguments that most devs will recognise and then move onto curried arguments that allow us to use partial application.

Rinat AbdullinRinat AbdullinBlog
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Innovation Incubator at TIMETOACT GROUP Austria

Discover how our Innovation Incubator empowers teams to innovate with collaborative, week-long experiments, driving company-wide creativity and progress.

Ian RussellIan RussellBlog
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Introduction to Functional Programming in F# – Part 8

Discover Units of Measure and Type Providers in F#. Enhance data management and type safety in your applications with these powerful tools.

Balazs MolnarBalazs MolnarBlog
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Learn & Share video Obsidian

Knowledge is very powerful. So, finding the right tool to help you gather, structure and access information anywhere and anytime, is rather a necessity than an option. You want to accomplish your tasks better? You want a reliable tool which is easy to use, extendable and adaptable to your personal needs? Today I would like to introduce you to the knowledge management system of my choice: Obsidian.

Ian RussellIan RussellBlog
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So, I wrote a book

Join me as I share the story of writing a book on F#. Discover the challenges, insights, and triumphs along the way.

Ian RussellIan RussellBlog
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Introduction to Functional Programming in F# – Part 7

Explore LINQ and query expressions in F#. Simplify data manipulation and enhance your functional programming skills with this guide.

Christian FolieBlog
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Running Hybrid Workshops

When modernizing or building systems, one major challenge is finding out what to build. In Pre-Covid times on-site workshops were a main source to get an idea about ‘the right thing’. But during Covid everybody got used to working remotely, so now the question can be raised: Is it still worth having on-site, physical workshops?

Laura GaetanoBlog
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Using a Skill/Will matrix for personal career development

Discover how a Skill/Will Matrix helps employees identify strengths and areas for growth, boosting personal and professional development.

Ian RussellIan RussellBlog
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Ways of Creating Single Case Discriminated Unions in F#

There are quite a few ways of creating single case discriminated unions in F# and this makes them popular for wrapping primitives. In this post, I will go through a number of the approaches that I have seen.

Rinat AbdullinRinat AbdullinBlog
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Celebrating achievements

Our active memory can be like a cache of recently used data; fresh ideas & frustrations supersede older ones. That's why celebrating achievements is key for your success.

Rinat AbdullinRinat AbdullinBlog
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Learning + Sharing at TIMETOACT GROUP Austria

Discover how we fosters continuous learning and sharing among employees, encouraging growth and collaboration through dedicated time for skill development.

Martin WarnungMartin WarnungBlog
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Common Mistakes in the Development of AI Assistants

How fortunate that people make mistakes: because we can learn from them and improve. We have closely observed how companies around the world have implemented AI assistants in recent months and have, unfortunately, often seen them fail. We would like to share with you how these failures occurred and what can be learned from them for future projects: So that AI assistants can be implemented more successfully in the future!

Rinat AbdullinRinat AbdullinBlog
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Inbox helps to clear the mind

I hate distractions. They can easily ruin my day when I'm in the middle of working on a cool project. They do that by overloading my mind, buzzing around inside me, and just making me tired. Even though we can think about several things at once, we can only do one thing at a time.

Jörg EgretzbergerJörg EgretzbergerBlog
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8 tips for developing AI assistants

AI assistants for businesses are hype, and many teams were already eagerly and enthusiastically working on their implementation. Unfortunately, however, we have seen that many teams we have observed in Europe and the US have failed at the task. Read about our 8 most valuable tips, so that you will succeed.

Aqeel AlazreeBlog
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Database Analysis Report

This report comprehensively analyzes the auto parts sales database. The primary focus is understanding sales trends, identifying high-performing products, Analyzing the most profitable products for the upcoming quarter, and evaluating inventory management efficiency.

Felix KrauseBlog
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License Plate Detection for Precise Car Distance Estimation

When it comes to advanced driver-assistance systems or self-driving cars, one needs to find a way of estimating the distance to other vehicles on the road.

Rinat AbdullinRinat AbdullinBlog
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Process Pipelines

Discover how process pipelines break down complex tasks into manageable steps, optimizing workflows and improving efficiency using Kanban boards.

Rinat AbdullinRinat AbdullinBlog
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5 Inconvenient Questions when hiring an AI company

This article discusses five questions you should ask when buying an AI. These questions are inconvenient for providers of AI products, but they are necessary to ensure that you are getting the best product for your needs. The article also discusses the importance of testing the AI system on your own data to see how it performs.

Branche
Branche

Artificial Intelligence in Treasury Management

Optimize treasury processes with AI: automated reports, forecasts, and risk management.

Felix KrauseBlog
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Boosting speed of scikit-learn regression algorithms

The purpose of this blog post is to investigate the performance and prediction speed behavior of popular regression algorithms, i.e. models that predict numerical values based on a set of input variables.

Christian FolieBlog
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Designing and Running a Workshop series: An outline

Learn how to design and execute impactful workshops. Discover tips, strategies, and a step-by-step outline for a successful workshop series.

Aqeel AlazreeBlog
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Part 2: Data Analysis with powerful Python

Analyzing and visualizing data from a SQLite database in Python can be a powerful way to gain insights and present your findings. In Part 2 of this blog series, we will walk you through the steps to retrieve data from a SQLite database file named gold.db and display it in the form of a chart using Python. We'll use some essential tools and libraries for this task.

Peter SzarvasPeter SzarvasBlog
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Why Was Our Project Successful: Coincidence or Blueprint?

“The project exceeded all expectations,” is one among our favourite samples of the very positive feedback from our client. Here's how we did it!

Christian FolieBlog
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The Power of Event Sourcing

This is how we used Event Sourcing to maintain flexibility, handle changes, and ensure efficient error resolution in application development.

Daniel PuchnerBlog
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How to gather data from Miro

Learn how to gather data from Miro boards with this step-by-step guide. Streamline your data collection for deeper insights.

Christian FolieBlog
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Designing and Running a Workshop series: The board

In this part, we discuss the basic design of the Miro board, which will aid in conducting the workshops.

Jonathan ChannonBlog
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Tracing IO in .NET Core

Learn how we leverage OpenTelemetry for efficient tracing of IO operations in .NET Core applications, enhancing performance and monitoring.

Jonathan ChannonBlog
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Understanding F# Type Aliases

In this post, we discuss the difference between F# types and aliases that from a glance may appear to be the same thing.

Blog
Blog

My Workflows During the Quarantine

The current situation has deeply affected our daily lives. However, in retrospect, it had a surprisingly small impact on how we get work done at TIMETOACT GROUP Austria.

Jonathan ChannonBlog
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Understanding F# applicatives and custom operators

In this post, Jonathan Channon, a newcomer to F#, discusses how he learnt about a slightly more advanced functional concept — Applicatives.

Sebastian BelczykBlog
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Building a micro frontend consuming a design system | Part 3

In this blopgpost, you will learn how to create a react application that consumes a design system.

Felix KrauseBlog
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Part 1: Detecting Truck Parking Lots on Satellite Images

Real-time truck tracking is crucial in logistics: to enable accurate planning and provide reliable estimation of delivery times, operators build detailed profiles of loading stations, providing expected durations of truck loading and unloading, as well as resting times. Yet, how to derive an exact truck status based on mere GPS signals?

Daniel PuchnerBlog
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Make Your Value Stream Visible Through Structured Logging

Boost your value stream visibility with structured logging. Improve traceability and streamline processes in your software development lifecycle.

Sebastian BelczykBlog
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Building A Shell Application for Micro Frontends | Part 4

We already have a design system, several micro frontends consuming this design system, and now we need a shell application that imports micro frontends and displays them.

Nina DemuthBlog
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They promised it would be the next big thing!

Haven’t we all been there? We have all been promised by teachers, colleagues or public speakers that this or that was about to be the next big thing in tech that would change the world as we know it.

Ian RussellIan RussellBlog
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Introduction to Web Programming in F# with Giraffe – Part 3

In this series we are investigating web programming with Giraffe and the Giraffe View Engine plus a few other useful F# libraries.

Ian RussellIan RussellBlog
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Introduction to Web Programming in F# with Giraffe – Part 2

In this series we are investigating web programming with Giraffe and the Giraffe View Engine plus a few other useful F# libraries.

TIMETOACT GROUP
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AI & Data Science

The amount of data that companies produce and process every day is constantly growing. This data contains valuable information about customers, markets, business processes and much more. But how can companies use this data effectively to make better decisions, improve their products and services and tap into new business opportunities?

Bernhard SchauerBlog
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Isolating legacy code with ArchUnit tests

Clear boundaries in code are important ... and hard. ArchUnit allows you to capture the structure your team agreed on in tests.

Daniel PuchnerBlog
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How we discover and organise domains in an existing product

Software companies and consultants like to flex their Domain Driven Design (DDD) muscles by throwing around terms like Domain, Subdomain and Bounded Context. But what lies behind these buzzwords, and how these apply to customers' diverse environments and needs, are often not as clear. As it turns out it takes a collaborative effort between stakeholders and development team(s) over a longer period of time on a regular basis to get them right.

Rinat AbdullinRinat AbdullinBlog
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Machine Learning Pipelines

In this first part, we explain the basics of machine learning pipelines and showcase what they could look like in simple form. Learn about the differences between software development and machine learning as well as which common problems you can tackle with them.

Felix KrauseBlog
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Part 2: Detecting Truck Parking Lots on Satellite Images

In the previous blog post, we created an already pretty powerful image segmentation model in order to detect the shape of truck parking lots on satellite images. However, we will now try to run the code on new hardware and get even better as well as more robust results.

Rinat AbdullinRinat AbdullinBlog
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Event Sourcing with Apache Kafka

For a long time, there was a consensus that Kafka and Event Sourcing are not compatible with each other. So it might look like there is no way of working with Event Sourcing. But there is if certain requirements are met.

Ian RussellIan RussellBlog
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Using Discriminated Union Labelled Fields

A few weeks ago, I re-discovered labelled fields in discriminated unions. Despite the fact that they look like tuples, they are not.

Rinat AbdullinRinat AbdullinBlog
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Using NLP libraries for post-processing

Learn how to analyse sticky notes in miro from event stormings and how this analysis can be carried out with the help of the spaCy library.

Daniel WellerBlog
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Revolutionizing the Logistics Industry

As the logistics industry becomes increasingly complex, businesses need innovative solutions to manage the challenges of supply chain management, trucking, and delivery. With competitors investing in cutting-edge research and development, it is vital for companies to stay ahead of the curve and embrace the latest technologies to remain competitive. That is why we introduce the TIMETOACT Logistics Simulator Framework, a revolutionary tool for creating a digital twin of your logistics operation.

Ian RussellIan RussellBlog
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Creating solutions and projects in VS code

In this post we are going to create a new Solution containing an F# console project and a test project using the dotnet CLI in Visual Studio Code.

Rinat AbdullinRinat AbdullinBlog
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Announcing Domain-Driven Design Exercises

Interested in Domain Driven Design? Then this DDD exercise is perfect for you!

Rinat AbdullinRinat AbdullinBlog
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State of Fast Feedback in Data Science Projects

DSML projects can be quite different from the software projects: a lot of R&D in a rapidly evolving landscape, working with data, distributions and probabilities instead of code. However, there is one thing in common: iterative development process matters a lot.

TIMETOACT
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Dashboards & Reports

The discipline of Business Intelligence provides the necessary means for accessing data. In addition, various methods have developed that help to transport information to the end user through various technologies.

Sebastian BelczykBlog
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Building and Publishing Design Systems | Part 2

Learn how to build and publish design systems effectively. Discover best practices for creating reusable components and enhancing UI consistency.

Ian RussellIan RussellBlog
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Introduction to Web Programming in F# with Giraffe – Part 1

In this series we are investigating web programming with Giraffe and the Giraffe View Engine plus a few other useful F# libraries.

Felix KrauseBlog
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Creating a Cross-Domain Capable ML Pipeline

As classifying images into categories is a ubiquitous task occurring in various domains, a need for a machine learning pipeline which can accommodate for new categories is easy to justify. In particular, common general requirements are to filter out low-quality (blurred, low contrast etc.) images, and to speed up the learning of new categories if image quality is sufficient. In this blog post we compare several image classification models from the transfer learning perspective.

Rinat AbdullinRinat AbdullinBlog
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Consistency and Aggregates in Event Sourcing

Learn how we ensures data consistency in event sourcing with effective use of aggregates, enhancing system reliability and performance.

Nina DemuthBlog
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7 Positive effects of visualizing the interests of your team

Interests maps unleash hidden potentials and interests, but they also make it clear which topics are not of interest to your colleagues.

Sebastian BelczykBlog
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Composite UI with Design System and Micro Frontends

Discover how to create scalable composite UIs using design systems and micro-frontends. Enhance consistency and agility in your development process.

TIMETOACT
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Data Governance

Data Governance describes all processes that aim to ensure the traceability, quality and protection of data. The need for documentation and traceability increases exponentially as more and more data from different sources is used for decision-making and as a result of the technical possibilities of integration in Data Warehouses or Data Lakes.

Chrystal LantnikBlog
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CSS :has() & Responsive Design

In my journey to tackle a responsive layout problem, I stumbled upon the remarkable benefits of the :has() pseudo-class. Initially, I attempted various other methods to resolve the issue, but ultimately, embracing the power of :has() proved to be the optimal solution. This blog explores my experience and highlights the advantages of utilizing the :has() pseudo-class in achieving flexible layouts.