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Our Latest Thinking 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.
All articles
Agentic AI
Governed by Design: How Agents Build Data Products You Can Trust
AI agents can build a dashboard in minutes, but can you trust the number on it? Here’s how our agent harness delivers verified reports, and why it stops when a number isn’t governed.
Agentic AI
The AI-First SDLC: From Coding to Context Engineering
Software engineering stopped being about writing code. It became about managing context.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
AI This Week: The Sovereignty Fracture | Week of June 8-14, 2026
This week had one theme: the sovereignty fracture.
Production AI
AI This Week: The 80% Threshold | Week of June 1-7, 2026
This week had one theme: the 80% threshold.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
AI This Week: The Trust Tax | Week of March 23 -29, 2026
This week had one theme: trust.
Production AI
The Good, The Bad, and The Ugly of AI in 2026
I have spent over 25 years in the software industry.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
Multi Agent Systems in Artificial Intelligence Reinventing Business Operations
At Tecknoworks, our exploration of multi agent systems (MAS) in artificial intelligence has revealed transformative potential for business operations.
Production AI
The Private Data Advantage: Solving Critical AI Implementation Challenges
While mainstream LLMs continue to dominate headlines, a fundamental challenge remains largely
Production AI
Digital Transformation Risks and Mistakes
In 2025, digital transformation remains a critical priority for businesses worldwide.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Data Platforms
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
Production AI
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.
Production AI
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!
Production AI
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.
Production AI
The Rising Tide of Technological Anxiety and Artificial Intelligence Phobia
We find ourselves at a pivotal moment in the evolution of technology.
Production AI
What Can You Do with Artificial Intelligence?
Here at Tecknoworks we deal with a lot of interesting projects .
Data Platforms
30 Surprising Business Questions Data Can Answer
Imagine a world where guesswork takes a backseat and data drives powerful decisions.
Production AI
Essential Technology Implementation Strategy: How to Avoid Disaster
We are living in truly transformative times.
Data Platforms
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.
Production AI
Apollo 11 Code Review
Stardate 23018.1 or 21st of July 1969, mankind takes its first steps on the Moon.
Production AI
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.
Production AI
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.
Production AI
Amplifying Software Engineering with Cloud Services and AI Tools
Technology has steered into a new era of software development.
Production AI
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.
Data Platforms
A Microsoft Fabric Journey – Part II
Our expert colleagues took Microsoft Fabric for a spin.
Data Platforms
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.
Production AI
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.
Production AI
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.
Production AI
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.
Data Platforms
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.
Data Platforms
What is Data Science?
“Data science” is one of those terms that you’ve been hearing for years.
Production AI
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.
Production AI
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.
Production AI
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.
Data Platforms
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.
Production AI
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.
Production AI
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?
Production AI
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
Data Platforms
The #1 Way to Share Power BI Reports
Many organizations are past the initial triage of creating secure and effective work-from-home processes.
Production AI
Artificial Intelligence in Healthcare: Can AI Solve the Covid Testing Crisis?
Recently, test pooling has been suggested by Frankfurt Goethe University.
Production AI
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.
Production AI
Digital Transformation and COVID-19: The Experts Weigh In
The Coronavirus pandemic has upended millions of lives and affected every corner of the globe.
Production AI
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.
Data Platforms
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.
Data Platforms
The #1 Way Data Analysis Unknowingly Misses the Point
Your company has recently pulled the trigger on a data project.
Data Platforms
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.
Production AI
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.
Production AI
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.
Data Platforms
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.
Data Platforms
Big Data: You Should Buy Bordeaux 2017 Now
Today our topic is practical, addressing what big data is in the real world.
Production AI
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.
Data Platforms
Big Data Applications and Examples
Though it’s regarded as a new idea, the phrase “big data” actually became popular in the 1990s.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
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.
Production AI
Refactoring Code to Keep it Evergreen
Throughout the development phase of a software product, there comes a time when the source code needs maintaining.
Data Platforms
5 Tips for Getting Started with Business Intelligence
One of the more common buzzwords in today’s digital world is Business Intelligence (BI) .
Production AI
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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