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On AI That Reaches Production

Articles, reports and field notes from teams designing, shipping and operating AI systems inside real organizations.

AI moves faster than any playbook. These are our notes from the field: what stalls pilots, what survives audit, and what it takes to keep models working long after launch day.

AI This Week: The Harness Arrives | Week of July 14-July 20, 2026
Production AI

Article

July 20, 2026

AI This Week: The Harness Arrives | Week of July 14-July 20, 2026

Every week I filter roughly 15 AI newsletters down to what matters for production teams.

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AI This Week: Fault Lines | Week of July 7-July 13, 2026
Production AI

Article

July 13, 2026

AI This Week: Fault Lines | Week of July 7-July 13, 2026

This week had one theme: fracture. Three frontier labs shipped models in 72 hours.

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AI This Week: The Stress Test | Week of June 29-July 5, 2026
Production AI

Article

July 7, 2026

AI This Week: The Stress Test | Week of June 29-July 5, 2026

Eighteen days without a frontier model is a long time when your production systems depend on it.

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AI This Week: The Control Layer | Week of June 22-28, 2026
Production AI

Article

July 1, 2026

AI This Week: The Control Layer | Week of June 22-28, 2026

This was the week everyone stopped fighting over AI intelligence and started fighting over AI control.

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AI This Week: The Tooling Arrives | Week of June 15-21, 2026
Production AI

Article

June 22, 2026

AI This Week: The Tooling Arrives | Week of June 15-21, 2026

This was the week the platforms stopped talking about AI and shipped infrastructure for it.

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AI This Week: The Sovereignty Fracture | Week of June 8-14, 2026
Production AI

Article

June 15, 2026

AI This Week: The Sovereignty Fracture | Week of June 8-14, 2026

This week had one theme: the sovereignty fracture.

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AI This Week: The 80% Threshold | Week of June 1-7, 2026
Production AI

Article

June 8, 2026

AI This Week: The 80% Threshold | Week of June 1-7, 2026

This week had one theme: the 80% threshold.

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QA in the Age of AI: From Test Execution to Product Judgment
Production AI

Article

June 4, 2026

QA in the Age of AI: From Test Execution to Product Judgment

The future of QA isn’t “AI will replace testers.” It’s more uncomfortable than that.

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AI This Week – The Supply Shock | Week of May 25-31, 2026
Production AI

Article

June 2, 2026

AI This Week – The Supply Shock | Week of May 25-31, 2026

This week’s signal was hard to miss: the supply side accelerated at a pace that makes the enterprise side look like it’s standing still.

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AI This Week – The Cost of Scale | Week of May 18-24, 2026
Production AI

Article

May 25, 2026

AI This Week – The Cost of Scale | Week of May 18-24, 2026

The infrastructure bill just arrived. The organizations that survive it won’t be the ones spending the most.

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AI This Week – The Governance Reckoning | Week of May 11 -17, 2026
Production AI

Article

May 19, 2026

AI This Week – The Governance Reckoning | Week of May 11 -17, 2026

Somewhere around edition five, I stopped reading the newsletters for what’s new and started reading them for what keeps repeating.

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Human-in-the-Loop AI: Why the Best Production Systems Keep Experts in Control
Production AI

Article

May 14, 2026

Human-in-the-Loop AI: Why the Best Production Systems Keep Experts in Control

Human-in-the-Loop, or HITL, has become one of those phrases that gets nodded at in board meetings and lost in the slide deck.

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AI This Week – The Enterprise Land Grab | Week of May 4 -10, 2026
Production AI

Article

May 12, 2026

AI This Week – The Enterprise Land Grab | Week of May 4 -10, 2026

I read about 15 AI newsletters a week. Most repeat each other.

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AI This Week – The Coordination Tax | Week of April 27- May 3, 2026
Production AI

Article

May 5, 2026

AI This Week – The Coordination Tax | Week of April 27- May 3, 2026

Every week I read AlphaSignal , The Batch , Exponential View, Tunguz, The Rundown, and about ten more AI newsletters.

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AI This Week – The Cost of Capability | Week of April 20-24, 2026
Production AI

Article

April 27, 2026

AI This Week – The Cost of Capability | Week of April 20-24, 2026

Every week I read AlphaSignal , The Batch , Exponential View, Tunguz, The Rundown, and about ten more AI newsletters.

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AI This Week: The Governance Deficit | Week of April 13 -19, 2026
Production AI

Article

April 20, 2026

AI This Week: The Governance Deficit | Week of April 13 -19, 2026

Every week I read AlphaSignal , The Batch , Exponential View, Tunguz, The Rundown, and about ten more AI newsletters.

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AI This Week: The Accountability Gap | Week of March 30 – April 5, 2026
Production AI

Article

April 6, 2026

AI This Week: The Accountability Gap | Week of March 30 – April 5, 2026

Every week I read AlphaSignal , The Batch , Exponential View, Tunguz, The Rundown, and about ten more AI newsletters.

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AI This Week: The Trust Tax | Week of March 23 -29, 2026
Production AI

Article

March 30, 2026

AI This Week: The Trust Tax | Week of March 23 -29, 2026

Latest news on

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The Good, The Bad, and The Ugly of AI in 2026
Production AI

Article

March 26, 2026

The Good, The Bad, and The Ugly of AI in 2026

I have spent over 25 years in the software industry.

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AI This Week: The Agents Got Infrastructure | Week of March 16-22, 2026
Production AI

Article

March 23, 2026

AI This Week: The Agents Got Infrastructure | Week of March 16-22, 2026

I read about 15 AI newsletters a week. Most repeat each other.

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AI-Accelerated Development Cheat Sheet
Production AI

Article

March 20, 2026

AI-Accelerated Development Cheat Sheet

AI-accelerated development can transform how you write, debug, and deliver code, but getting consistent, high-quality results takes skill.

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The Model Is 20% of the Problem – Why Enterprise AI keeps failing and the discipline nobody built to fix it.
Production AI

Article

February 26, 2026

The Model Is 20% of the Problem – Why Enterprise AI keeps failing and the discipline nobody built to fix it.

The pattern is always the same. A team spends six months building a pilot.

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AI Adoption in Software Development: Proven Strategies to Transform Resistant Teams into AI Champions
Production AI

Article

May 19, 2025

AI Adoption in Software Development: Proven Strategies to Transform Resistant Teams into AI Champions

When we first introduced AI tools to our software development team, we didn’t receive the expected reaction.

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Multi Agent Systems in Artificial Intelligence Reinventing Business Operations
Production AI

Article

April 8, 2025

Multi Agent Systems in Artificial Intelligence Reinventing Business Operations

At Tecknowork, our exploration of multi agent systems (MAS) in artificial intelligence has revealed transformative potential for business operations.

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The Private Data Advantage: Solving Critical AI Implementation Challenges
Production AI

Article

April 3, 2025

The Private Data Advantage: Solving Critical AI Implementation Challenges

While mainstream LLMs continue to dominate headlines, a fundamental challenge remains largely

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Digital Transformation Risks and Mistakes
Production AI

Article

February 1, 2025

Digital Transformation Risks and Mistakes

In 2025, digital transformation remains a critical priority for businesses worldwide.

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How to Win a Hackathon
Production AI

Article

September 11, 2024

How to Win a Hackathon

We’ve got 11 quick tips, based on our team’s personal experience, to turn you from a hackathon participant to a hackathon champion.

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Existing and Upcoming Technology Trends in Retail for 2025
Production AI

Article

September 5, 2024

Existing and Upcoming Technology Trends in Retail for 2025

When retailers list their business priorities, technology isn’t always the first thing that comes to mind.

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Guardrails in Generative AI: Mitigating Hallucination Risks for Safe Applications
Production AI

Article

August 5, 2024

Guardrails in Generative AI: Mitigating Hallucination Risks for Safe Applications

In today’s fast-paced tech world, generative AI is making waves, offering incredible capabilities in content creation, customer support, and more.

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AI-Ready Principles: What Business Leaders Need to Know and Do
Production AI

Article

July 11, 2024

AI-Ready Principles: What Business Leaders Need to Know and Do

The advent of Artificial Intelligence (AI) has revolutionized industries, presenting unprecedented opportunities and challenges.

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Data-Driven Insights for Sustainable Development
Production AI

Article

June 26, 2024

Data-Driven Insights for Sustainable Development

Data analytics is key to achieving sustainable development goals, focusing on energy consumption, waste management, and the environmental impacts of industries.

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How We Helped a Retailer Increase Their Margins by Optimizing Promotions
Production AI

Article

June 4, 2024

How We Helped a Retailer Increase Their Margins by Optimizing Promotions

As the digital age ushers in an era of data-driven decision-making, integrating AI into the retail industry has become indispensable.

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The Business Value of AI: Key Insights from a Microsoft Study
Production AI

Article

May 30, 2024

The Business Value of AI: Key Insights from a Microsoft Study

A recent study by Microsoft and IDC sheds light on the substantial economic benefits of AI adoption and offers a comprehensive overview of its transformative potential across various industries.

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Insights from the State of Data + AI Databricks Report
Production AI

Article

May 29, 2024

Insights from the State of Data + AI Databricks Report

The recent Databricks State of Data + AI Report reveals that we are in the golden age of data and AI.

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Tecknoworks Announces Strategic Partnership with Databricks as System Integrators
Data Platforms

Article

May 27, 2024

Tecknoworks Announces Strategic Partnership with Databricks as System Integrators

Tecknoworks will integrate Databricks’ advanced data engineering, machine learning, and analytics capabilities into its service offerings. The unified platform provided by Databricks will enable Tecknoworks to offer more

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Embracing Change: Insights from the Microsoft Work Trend Index 2023
Production AI

Article

April 30, 2024

Embracing Change: Insights from the Microsoft Work Trend Index 2023

As we navigate the evolving work landscape, understanding the shifts in workforce dynamics is crucial for organizations aiming to stay ahead.

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Innovating From Within: How Microsoft Uses Its Own AI Tools to Transform Productivity
Production AI

Article

April 25, 2024

Innovating From Within: How Microsoft Uses Its Own AI Tools to Transform Productivity

Welcome to the latest entry in our exploration of cutting-edge technology implementations!

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How GPT Works and Its Core Mechanics
Production AI

Article

April 11, 2024

How GPT Works and Its Core Mechanics

It’s been over a year since ChatGPT was publicly released, sparking significant interest and raising awareness across a broad audience.

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The Rising Tide of Technological Anxiety and Artificial Intelligence Phobia
Production AI

Article

April 8, 2024

The Rising Tide of Technological Anxiety and Artificial Intelligence Phobia

We find ourselves at a pivotal moment in the evolution of technology.

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What Can You Do with Artificial Intelligence?
Production AI

Article

March 9, 2024

What Can You Do with Artificial Intelligence?

Here at Tecknoworks we deal with a lot of interesting projects .

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30 Surprising Business Questions Data Can Answer
Data Platforms

Article

March 1, 2024

30 Surprising Business Questions Data Can Answer

Imagine a world where guesswork takes a backseat and data drives powerful decisions.

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Essential Technology Implementation Strategy: How to Avoid Disaster
Production AI

Article

February 8, 2024

Essential Technology Implementation Strategy: How to Avoid Disaster

We are living in truly transformative times.

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Comprehensive Comparison of Cloud Data Warehouse Solutions: Microsoft Fabric vs. AWS vs. GCP vs. Snowflake
Data Platforms

Article

January 31, 2024

Comprehensive Comparison of Cloud Data Warehouse Solutions: Microsoft Fabric vs. AWS vs. GCP vs. Snowflake

Dive into our comprehensive comparison of cloud data warehouse solutions, including Microsoft Fabric, AWS, GCP, and Snowflake, to discover which platform offers the best blend of analytics, cost-efficiency, and data integration for your business needs.

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Apollo 11 Code Review
Production AI

Article

January 10, 2024

Apollo 11 Code Review

Stardate 23018.1 or 21st of July 1969, mankind takes its first steps on the Moon.

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Understanding AI TRiSM (Trust, Risk, and Security Management) and The 4 Main Pillars
Production AI

Article

December 15, 2023

Understanding AI TRiSM (Trust, Risk, and Security Management) and The 4 Main Pillars

With society’s growing reliance on AI for complex tasks, AI TRiSM plays a pivotal role in regulating and managing the deployment of AI models effectively.

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Reimagining Healthcare Data Solutions with Microsoft Fabric
Production AI

Article

November 29, 2023

Reimagining Healthcare Data Solutions with Microsoft Fabric

Microsoft Fabric is already out there, and today, we’re here to discuss its exciting development in the world of healthcare data solutions.

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Amplifying Software Engineering with Cloud Services and AI Tools
Production AI

Article

October 31, 2023

Amplifying Software Engineering with Cloud Services and AI Tools

Technology has steered into a new era of software development.

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Moving to the Cloud: What Our Research Says
Production AI

Article

October 9, 2023

Moving to the Cloud: What Our Research Says

Even before the pandemic forced companies across the globe to re-evaluate their technology , most were already aware of the value of moving to the cloud — and many had started or completed the process.

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A Microsoft Fabric Journey – Part II
Data Platforms

Article

July 18, 2023

A Microsoft Fabric Journey – Part II

Our expert colleagues took Microsoft Fabric for a spin.

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A Microsoft Fabric Journey – Part I
Data Platforms

Article

July 10, 2023

A Microsoft Fabric Journey – Part I

Our expert colleagues took Microsoft Fabric for a spin, and we would like to share their professional insights and discoveries with you, in this first article, part of a dedicated series.

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Tecknoworks and Datalogz Announce a Joint Strategic Partnership
Production AI

Article

April 22, 2023

Tecknoworks and Datalogz Announce a Joint Strategic Partnership

Tecknoworks, a global technology consulting company, and Datalogz, the first-of-its-kind BI Ops solution, have announced a joint strategic partnership.

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Exciting Digital Trends in Healthcare for 2023 and Beyond
Production AI

Article

February 10, 2023

Exciting Digital Trends in Healthcare for 2023 and Beyond

One of the biggest digital trends in healthcare for 2023 (dramatically accelerated by the pandemic) is an ongoing change in the way that patients and healthcare providers communicate.

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The Future of Work: A Conversation with Our CEO
Production AI

Article

November 22, 2022

The Future of Work: A Conversation with Our CEO

It’s no secret that the last few years have brought major challenges to many of us personally, as well as a massive shake-up to the business world.

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Data Analysis in Business: 5 Tips for Getting Started
Data Platforms

Article

September 17, 2020

Data Analysis in Business: 5 Tips for Getting Started

We all know that data is being generated at incredible rates, to the tune of 2 quintillion bytes every single day.

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What is Data Science?
Data Platforms

Article

August 27, 2020

What is Data Science?

“Data science” is one of those terms that you’ve been hearing for years.

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What is Robotic Process Automation?
Production AI

Article

August 11, 2020

What is Robotic Process Automation?

C-suite interest in robotic process automation (RPA) has ticked up in the past few years, and especially since the onset of the pandemic.

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Successful Digital Transformation: How to Start
Production AI

Article

July 27, 2020

Successful Digital Transformation: How to Start

By this point in our post-COVID world, most companies have implemented at least a few technologies to adapt to our new reality.

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What Does Digital Transformation Mean?
Production AI

Article

July 14, 2020

What Does Digital Transformation Mean?

This could be because, even though the concept of “digital transformation” has been around since the late 1990s, there’s still a lot of confusion over exactly what it is.

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The Best Technologies for Business, Post-COVID
Data Platforms

Article

June 23, 2020

The Best Technologies for Business, Post-COVID

With the total business upheaval of the last several months, many company leaders are asking what their next digital move should be, now that they’ve dealt with the immediate crises.

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How to Integrate Social Login in a Web API Solution
Production AI

Article

June 4, 2020

How to Integrate Social Login in a Web API Solution

During my career, I’ve been involved in multiple web projects where the social login feature was a must.

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Misunderstandings and Myths about Digital Transformation
Production AI

Article

May 25, 2020

Misunderstandings and Myths about Digital Transformation

It probably sounds crazy to say that you don’t need a digital strategy when undertaking your digital transformation, right?

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Exactly Why Is Digital Transformation Necessary?
Production AI

Article

May 14, 2020

Exactly Why Is Digital Transformation Necessary?

Even before this pandemic turned the business world on its head, you were already being reminded every day that you had to “adapt or die,” that transformation is “key to survival,” that your company must “evolve or go

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The #1 Way to Share Power BI Reports
Data Platforms

Article

May 11, 2020

The #1 Way to Share Power BI Reports

Many organizations are past the initial triage of creating secure and effective work-from-home processes.

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Artificial Intelligence in Healthcare: Can AI Solve the Covid Testing Crisis?
Production AI

Article

April 28, 2020

Artificial Intelligence in Healthcare: Can AI Solve the Covid Testing Crisis?

Recently, test pooling has been suggested by Frankfurt Goethe University.

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7 Experts Offer Digital Transformation Advice in Times of Crisis
Production AI

Article

April 22, 2020

7 Experts Offer Digital Transformation Advice in Times of Crisis

Recently, we posted a roundup of some of the current articles on technology initiatives during COVID-19.

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Digital Transformation and COVID-19: The Experts Weigh In
Production AI

Article

April 3, 2020

Digital Transformation and COVID-19: The Experts Weigh In

The Coronavirus pandemic has upended millions of lives and affected every corner of the globe.

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The Unstoppable Trend of Wearables for Healthcare (and Other Industries)
Production AI

Article

March 16, 2020

The Unstoppable Trend of Wearables for Healthcare (and Other Industries)

Five years ago, wearable technology with health applications was primarily limited to fitness trackers and were niche devices, with shipments of only 30 million sold to sports enthusiasts worldwide.

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Rolling Out A Business Intelligence Tool: 3 Quick Tips for Success
Data Platforms

Article

March 2, 2020

Rolling Out A Business Intelligence Tool: 3 Quick Tips for Success

Rolling out a business intelligence tool in any company, especially an enterprise organization, comes with risks that have the potential to damage the company’s reputation or affect day-to-day operations.

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The #1 Way Data Analysis Unknowingly Misses the Point
Data Platforms

Article

December 4, 2019

The #1 Way Data Analysis Unknowingly Misses the Point

Your company has recently pulled the trigger on a data project.

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Top 5 Mistakes to Avoid in Business Intelligence
Data Platforms

Article

December 4, 2019

Top 5 Mistakes to Avoid in Business Intelligence

Implementing a data analytics program is crucial for competitive edge in today’s business environment – but nobody said it was easy.

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Divide and Conquer: A Practical Approach to Modernizing Legacy IT
Production AI

Article

December 4, 2019

Divide and Conquer: A Practical Approach to Modernizing Legacy IT

Organizations that have been around since the pre-digital era face the same general technology dilemma: They know it’s important to modernize legacy applications in order to have resilient and evolving IT, but they’re hesitant to scrap valuable systems.

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Choosing the Right Technology through Pragmatic Innovation
Production AI

Article

November 23, 2019

Choosing the Right Technology through Pragmatic Innovation

Across industries, companies understand that technology is now crucial to their success , as well as a key driver of competitive edge.

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A Real-World Digital Transformation Example: Small Solution, Big Results
Data Platforms

Article

September 20, 2019

A Real-World Digital Transformation Example: Small Solution, Big Results

This post is one in our “Market Advantage through Technology” series, where we look at a specific problem within an organization or industry, and show how technology is used to not only solve it, but provide solid competitive edge.

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Big Data: You Should Buy Bordeaux 2017 Now
Data Platforms

Article

July 20, 2019

Big Data: You Should Buy Bordeaux 2017 Now

Today our topic is practical, addressing what big data is in the real world.

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Machine Learning Models and Big Data
Production AI

Article

July 19, 2019

Machine Learning Models and Big Data

In our previous blog, we explored the concept of Big Data, briefly discussed the phases in a Big Data solution, and explained how you can advise your customer with the association algorithm about the next product he or she might want to purchase.

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Big Data Applications and Examples
Data Platforms

Article

June 4, 2019

Big Data Applications and Examples

Though it’s regarded as a new idea, the phrase “big data” actually became popular in the 1990s.

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Are Remote Teams Effective?
Production AI

Article

May 7, 2019

Are Remote Teams Effective?

Thanks to COVID-19, almost all teams today are distributed.

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Eliminating Code Smells Through the Use of Simple Refactoring, Part 3
Production AI

Article

May 4, 2019

Eliminating Code Smells Through the Use of Simple Refactoring, Part 3

This article is the third part of our series on eliminating code smells through the use of simple refactoring.

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Eliminating Code Smells Through the Use of Simple Refactoring, Part 2
Production AI

Article

May 3, 2019

Eliminating Code Smells Through the Use of Simple Refactoring, Part 2

The article is a continuation of Part 1 on simple refactoring, where we wrote about refactoring through simple changes.

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Eliminating Code Smells Through the Use of Simple Refactoring, Part 1
Production AI

Article

May 2, 2019

Eliminating Code Smells Through the Use of Simple Refactoring, Part 1

I’m going to start off by explaining the concept of refactoring, why it’s useful in eliminating code smells, and when it should be applied.

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7 Golden Tips to Organize Your Software Tests, Right from the Beginning
Production AI

Article

April 2, 2019

7 Golden Tips to Organize Your Software Tests, Right from the Beginning

With the rapid advances in technology, programming languages, and user research, software projects today are more complex than even before.

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Refactoring Code to Keep it Evergreen
Production AI

Article

March 30, 2019

Refactoring Code to Keep it Evergreen

Throughout the development phase of a software product, there comes a time when the source code needs maintaining.

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5 Tips for Getting Started with Business Intelligence
Data Platforms

Article

March 30, 2019

5 Tips for Getting Started with Business Intelligence

One of the more common buzzwords in today’s digital world is Business Intelligence (BI) .

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Microsoft HoloLens Review
Production AI

Article

March 29, 2019

Microsoft HoloLens Review

The HoloLens Augmented Reality headset was first announced by Microsoft at the 2015 developer conference in May, and the company made sure to amaze everybody with a new futuristic concept meant to make interactive holograms a reality.

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