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OpenSource For You
February  2026   Issue Vol. 14  No. 4 

Focus
Top 10 Open Source Tools for System and IT Administrators
All reputed online services have committed system and IT administrators working behind the scenes. Here are ten open source tools they should be aware of, as these can help them monitor, automate, as well as manage complex infrastructure with relative ease.

Focus
Open Source Tools for Agentic AI: An Overview
This outline of the essential tools, platforms, and frameworks across each layer of the agentic AI stack provides a structured blueprint for organisations seeking to adopt these systems at scale.
Focus
No-Code AI Tools: A Boon for the Academic and Professional World
No-code AI tools reduce workload and enhance productivity in academic and professional environments.
 
Focus
How Open Source Tools Power Modern IT Operations
Open source tools have not replaced enterprise IT platforms; they have become the connective layer that makes modern operations possible.
Focus
Open Source Tools that Assist Industry 5.0
Unlike Industry 4.0, Industry 5.0 integrates human expertise with AI. There are quite a few open source libraries that can be used for this new global system.
 
Developers - How To
Designing Flawless Products with FreeCAD
FreeCAD and Python work in partnership to deliver perfect product designs. Here’s how…
Focus
Top Open Source Tools for Cloud Management
Adopting the cloud has never been easier. Managing it, however, has quietly become one of the hardest problems in modern engineering. Thankfully, open source cloud management tools are of immense help.
 
Developers - InSight
Responsible AI is the Need of the Hour
With hallucinations, bias, opaque decisions, and CO2 costs adding up, AI needs discipline and responsibility built in from the start.
Developers - Let's Try
Polars + DuckDB: The New Power Combo for In-Process Analytics
Polars and DuckDB form an excellent in-process analytics stack for 2026. They occupy the important middle ground between traditional DataFrame libraries and fully distributed systems, offering high performance without operational overhead.
 
Developers - Let's Try
BERT: The Aspect-Based Sentiment Analyser
While BERT is great for sentiment analysis in natural language processing, it has a few limitations too.
Developers - InSight
Implementing Real-Time Monitoring in an Event Management System with InfluxDB and Grafana
This in-depth explanation of the event management system designed and developed by the authors highlights the web-based platform’s various capabilities, including logging, event management, and real-time analytics.
 
Developers - Let's Try
CI/CD Pipelines: Powering Machine Learning Projects
By embracing continuous integration and continuous deployment, machine learning systems can keep pace with the environments they operate in. GitHub Actions helps build automation into the workflow, leading not only to a well-performing model but a complete pipeline that continuously delivers value to users.
Developers - Let's Try
The Basics of Asynchronous Programming in Python
Asynchronous programming allows code to handle multiple operations concurrently without blocking the execution of the program. It’s particularly useful for I/O-bound tasks (network requests, file operations, database queries) where waiting for external resources would otherwise slow down the program.
 
Developers - How To
Using Reinforcement Learning to Run a Cleaner Bot
Reinforcement learning can be used to program a cleaner bot to clean the floor. The example given here uses the Markov Decision Process and code in Python.
Developers - Let's Try
From Tracking to Deployment: Managing ML Experiments with MLflow
Open source tools like MLflow help teams maintain a disciplined ML lifecycle without relying on fully managed platforms.
 
Developers - InSight
An In-Depth Look at Java Garbage Collectors
Let’s dive into the various types of garbage collectors available in Java and lay out a side-by-side comparison to help you choose the right one for your workload.
Admin - InSight
Zero Trust CI/CD: The Death of Static Secrets
In an era where data breach costs continue to hit record highs, shifting to a secretless
CI/CD pipeline is the most effective step to safeguard digital infrastructure.
 
For U Me - InSight
Tech Majors are Racing Towards Net-Zero – What About You?
Apple, Microsoft, Amazon, Google, Infosys, Wipro—global and Indian firms are heading closer to achieving net-zero emissions, a mandate to combat climate change. Here is what you need to know to start your journey...
For U Me - InSight
Quantum Algorithms: The Future of Computing
Explore the essence of quantum algorithms, their groundbreaking applications, recent innovations, and the challenges that remain.
 
For U Me - InSight
When Machines Learn Faster Than Us
The danger lies not in machines getting more intelligent with time…but in humans finding it convenient to depend on that intelligence.
For U Me - Overview
IoT Gateways: A Layer Between IoT Devices and Cloud
Behind every smooth IoT experience, the gateway is doing the heavy lifting. It is not just plumbing for data; it can mean the difference between chaos and clarity in connected systems.
 
For U Me - InSight
Bringing Clarity to the Chaos in AI
AI feels powerful, yet most teams struggle because they cannot define what intelligence they really need. But there are ways to address this challenge.














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February 2026
Issue Vol. 14 No. 4


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