Hot topics change over the time, but some of them remain actual over years
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ARTICLES PUBLISHED ON MEDIUM
The Test of the AI Ethical Stronghold & Leadership Tension
Mar 2026
A “leadership tension” is a routine in active business, but ethical behaviour regarding AI is the precedent. Fascinated by an outstanding article by Alex Issakova, “The Anthropic Pentagon story isn’t really about AI ethics” on LinkedIn; so I thought I’d share my thoughts on it. Personally, I don’t believe the described case was what you’d call “a leadership dilemma every company eventually faces”. The situation has happened not because “some employees believe working with defence contradicts the company’s stated values” — those kinds of beliefs are not really influential unless they belong to the owners or top executives. By the time of the confrontation, Anthropic had already signed a $200 million contract with the U.S. Department of Defence to …
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Treating AI from alignment disease: intrinsic natural processing for Humanistic AI (A deskbook for AI creators for people ). Part 1
Dec 2025
If industry leaders prioritise a people-first approach, they should become responsible for truth and accountable to every individual user or consumer (re to Firefox ‘people-first’ approach). How we work with AI
Many people, except the specialists, believe in propaganda promoted by AI and assume that generative AI (GenAI) produce objective trustworthy information reflecting what people are talking online because AI are “tolerant machines” using mathematical statistics and cannot falsify…
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Treating AI from alignment disease: intrinsic natural processing for Humanistic AI (A deskbook for AI creators for people ). Part 2
Dec 2025
New method — ontological filters
Here is a proposal of a new method for cleaning the raw outcome of a non-aligned LLM from potential (statistical) trash or noise. The latter can appear due to the statistical frequency of certain linguistic tokens in the given text; this noise depends on how tokens are defined in the model and, for some tokenisation structures, may not appear at all. For instance, for the most primitive tokenisation comprising whole words only, the LLM outcome will contain no noise because all token combinations will be human words. It is a different matter …
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Treating AI from alignment disease: intrinsic natural processing for Humanistic AI (A deskbook for AI creators for people ). Part 3
Feb 2026
No matter how flawed human society may be, it still deserves Humanistic AI as a key part of the respect from the government and industry. From a distance of several years of dissemination and unprecedented investments in the GenAI technology, it becomes apparent that sponsors targeted something different than a well-being of the human population — all previous technologies promised a lot but did not attract such an enormous amount of funding. What was the reason for such strange behaviour this time? What is so special about statistical processing of people-generated information that is “flying online” anyway? What might be wrong…
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Responsibility, Accountability and Fatuity of AI Agents
Nov 2025
Can AI be accountable for its actions or outcome? — No, the only accountable is the creator of the AI. oth ethical AI frameworks — human-centric and ruler-centric — recognise a principle of “Accountability” for generative AI (GenAI). In essence, they refer to the same thing — an accountability of the AI creator for the AI outcome and consequences to the user — though a few attempts to “point the finger” at the AI itself instead of at its author were made and failed. The difference between these accountabilities is…
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The Real Problem of AI Lies is not the LLM, it is in Faked Reasoning
Nov 2025
When the human-orientated EU AI Act gets weakened by the pressure from global AI tycoons, we will have no choice but to rely solely on our own critical thinking skills. Trust is necessary and sufficient for the exchange of information.
No one wants to listen to lies, and no one wants to risk their reputation by knowingly telling a lie, with the exception of a few people we call liars and with whom we don’t want to do business…
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IAM Welcomes Digital Identity to Enslave People for the Sake of IT
Oct 2025
The Problem in the Context
“I would not hesitate to kill 100 people if there was one enemy among them” is the expression attributed to Stalin according to AIs (though those who lived in Soviet countries believe it was real, not attributed).
I do doubt that Victor Singh lived in one of those countries, but he demonstrated a real comprehension of this allegedly Stalin’s phrase (well, Stalin was Georgian, i.e., had grown up not far away from the Punjab). Mr Singh wrote” “Imagine a world where your unique online behaviour is your strongest password. Behavioural biometric liveness detection is making that a reality, offering a cutting-edge approach to Identity and Access Management (IAM). It’s not just what you are, but how you interact …
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Liberty, Liberia, Liberalism, Libertarian
Sep 2025
“Black history” fact and its link to liberty, liberalism and libertarian mind. “A society doesn’t fall when the truth arrives — it falls when people stop believing the lie” — Wetsi Masilo
Many good words in European languages are rooted in the Latin word “liber”. It means free, independent, or unbound. In English, “liberty” means “the state of being free from oppression”. Some people interpret it as an absolute freedom to do whatever they want …
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From the Knowledge Economy to the Innovation Economy
Sep 2025
“The US Department of Homeland Security (DHS) revealed its thoughts on a pending overhaul of the current H-1B visa program with the release Tuesday of a Federal Register notice laying out a set of proposed new rules for the recruitment of foreign workers”. It is understood that the Trump administration aims not only to bring jobs back to the United States, dismantling the globalization that has adversely affected various nations, but also to involve Americans in contemporary industries, particularly those from the rural regions of the Midwest. The only remaining question is how this objective can be achieved…
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Two similarities and differences between the erector of the Neuschwanstein castle & digital human future
Sep 2025
While there may be several similarities and differences found between the Bavarian King Ludwig II and modern people preferring crowd-centred minds (WE over I), I focus on two only.
By the way, everything that Ludwig II did was about “I”, while crowd-centred minds are simply afraid and incapable of self-sufficiency, i.e., recognising their own personality …
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Dances with AI Acts
Sep 2025
The Gartner webinar “Gartner Executive Guide: Race for National AI Sovereignty and the U.S. AI Action Plan“ conducted a couple days ago triggered a few thoughts that may become important for the AI and AI agent creators.
The overall goal of an AI Act is the creation of the concept and major official collections of statements, rules, and explanations set around the creation …
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A Critical Review of the “R-Zero: A Method For Training Reasoning LLMs With Zero Data Is Here” Article
Aug 2025
SAYING “SUGAR” MANY TIMES CREATES A TASTE, NOT A SUGAR.
Goals
This review is after two goals:
1) Whether the R-Zero’s training for reasoning LLMs uses no data indeed.
2) Whether the R-Zero’s LLM reasoning method is really “here” already.
Historical Context
Since the time when information technology extended its “supporter” and “enabler” objectives, defined in Computer Science, and crossed the line into commerce, technology people have faced the challenge of market…
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We do not Need Propagating the End-Consumer’s ID in AI Agent Chains, do We?
Aug 2025
This topic is a bit different from my previous articles and relates to the ulessness of pragating the identitthy of the initial AI Agent consumer through the chain of AI Agent invocation.
We will be talking about identity control habits inherited from monolithic applications and later products that used a so-called ‘manifesto’ (like IBM, Oracle and even Sun Mic.) where they listed the product’s components in the versions used in the current release. In both cases …
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We Are at Risk from AI’s Risks: the Defects in the EU Risk Classification
Aug 2025
A human-centric approach to AI ethics is realised in the EU AI Act. It includes a Risk Classification scheme that drives the governance of the AI (and AI Agent soon), control, verification and, in essence, an allowance to use. To be precise, let me cite the EU’s document.
“The AI Act classifies AI according to its risk: …
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Dynamic Integration for AI Agents
Aug 2025
The most transformative eras and, in general, the most progressive human evolution are driven by “What to do” as the compass. The “How to do?” — the methods — stipulate the velocity and partially the quality of that progress or can block it.
The Problem:
An integration of components within AI differs from an integration between AI agents….
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Distributed Matrix Management for Personal Digital Identifier & Humanistic Social Model. Part 1
Aug 2025
To avoid the destructive consequence of a unified digital identity for people, just a creation of an alternative Personal Digital Identity (PDI) on the basis of humanitarian grounds that is free from locking into digital augmented reality is not enough. The PDI, to maintain its human-centric nature, needs a social environment that is intentionally constructed to prevent the possibility of transforming into an autocracy and using the PDI as labels on human creatures.
Part 1: Dual Management Framework for PDI
Theoretical Grounds
1. No one person or institution should be able to gain authoritarian control over a digital ID of a person.
2. Any schemes for sharing a digital ID of a person except within a business or administrative organisation must be prohibited….
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Distributed Matrix Management for Personal Digital Identifier & Humanistic Social Model. Part 2
Aug 2025
A Sketch of a DMM4PDI Social System
The social system required by and for the DMM4PDI is a mixture of economic capitalism , neo-economic capitalism and even some elements of stakeholder capitalism.
The Ideas for for a DMM4PDI Social Model …
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The Resource Registry for AI Agent Interactions versus the Google’s A2A Protocol
Jul 2025
The article continues and extends topics discussed in A New Concept for Authentication and Authorisation for AI Agents.
To be accurate architecturally, I have to outline that these two solutions belong to different sets of concerns/objectives, though the Resource Registry for AI Agent interactions overlaps Google’s A2A protocol. Sciliset, Google’s A2A protocol, is applicable to the cases where the AI Agents that are supposed to interact are known up-front, while the Resource Registry starts with runtime discovery of the counterpart, which is unknown a priori….
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Delegating User Authority and Least Privilege from an AI Agent to the Execution Platform
Jul 2025
It is not a secret that AI Agents can generate their own execution plans and orchestrate on them. This plan is unknown to any creator or user. If this is true, the plan does not consider any constraints, and the AI Agent can identify its needs in additional functionality, which can be provided by another AI Agent, or in additional data sources. Yes, developers can limit AI Agents to certain resources — other AI Agents or data sources — but it is unknown what to limit because the internal plan’s logic is unknown up front…
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A New Concept for Authentication and Authorisation for AI Agents”
Jul 2025
This work has been inspired by the post on LinkedIn by Weiwei Feng, Global AI & GenAI (Director) at Capgemini. One of the major differences between AI agents and SOA Services is that Services had explicitly designed and implemented functionality and all resources required for their task, while still-emerging AI Agents create their plans of action and needs for resources by themselves, at runtime, and in dependence on the specified task. As Mrs. Weiwei Feng wrote, “Neither the user nor the agent knows what external system or database they’re about to hit.” While this statement includes a few important non-articulated assumptions….
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Summary for the “Compliance of Agentic AI with the EU AI Risk Categorisation”
June 2025
A generation of this summary was aimed to provide a simplified initial presentation to the specialist article that comprises 37 pages.
This summary is generated by the SMMRY.com
The discussion around the EU AI Act focuses on the evolving landscape of AI regulation, particularly concerning General-Purpose AI (GPAI) and the introduction of compliance with the Act for Agentic AI or GPAI Agents. The Act, while widely accepted by 2025, has been critiqued ….
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Compliance of Agentic AIs with the EU AI Risk Categorisation. Part 1.
June 2025
Many AI experts agree that the EU AI Act finally widely accepted in 2025 (with only a couple of exceptions) is the best possible foundation for the human-centric approach to both generative AI (herein after AI) creations, governance and usage. The Act provides a Risk Categorisation for qualifying AI-based products against the risks of harm an AI is capable to cause to a person. Let me outline this — to a person, not to the company, group of people, government or any other entity that can act as a ruler toward a person. ….
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Compliance of Agentic AIs with the EU AI Risk Categorisation. Part 2.
Jul 7, 2025
Compliance with the EU AI Act includes not only assessment of the potential harm risks a particular GPAI/Agent can cause to people and societies. The second mandatory part of this conformity includes demonstration of the AGP/Agent based solution to deliver Human Oversight, Transparency, record keeping, Accountability and Safety. I split these tasks in two — one for a stand-alone GPAI/agent and another for the composition of GPAI/Agents. ….
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Self-Sovereign Digital Identity: Humanistic AI against Digital Slavery
June 2025
No needs for UDI or DIPP for Human Society. Digital identities like UDI or DIPP ignore human personality and lead to digital slavery. The personal Digital Identity based on the real-life facts about the person allow correct identification of a person among 8.4 billions of people and free from spying over person’s activities online, personal biomedical information and behavioural monitoring of the person.Definitions, parameters, examples and statistical confirmations are provided for your assessment….
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On the AI Road that Leads to Identity Hell
June 2025
A notion of personal identity and Identity Management (IM) are frequently mixed, creating a misreading and speculations about “which one leads the dance”. An appearance of AI has finally put some light on the purpose of this strange mixture. Now, I can say that without an AI-enabled digital identity, you are nobody…
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Creativity Paradox of Generative AI
May 2025
People creativity roots and trigger s by needs. A know-it-all AI that gives answers to any questions, regardless truthful or not, challenges a necessity in the people’s creativity.
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AI and AgenticAI Security
May 2025
Out of collected twelve issues claimed as AI security problems, the provided analysis demonstrates that only 30% of them relate to AI security. Others are faults of AI development to different degrees. Also, only one case is AI-specific, while others are known before and simply inherited by AI due to the extremely “short memory” of the AI creators.
The category of AgenticAI has inherited the security concerns and needs are well-known from the past. There is nothing new except that compositions of AgenticAI quite likely will have more multi-ownership and multi-provider constructs than we’ve seen before.
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Ethical AI May Not Control Ethics of the User
May 2025
The most terrible cultural and psychological consequences of the left-wing assault on the ethics of AI technology are surfacing in the socio-cultural, media and political spheres. In this article, I will address the following aspects of this ethical issue:
– An understanding of who is the decision-maker and ethic assessor for the AI outcome.
– A representation and the content of the AI outcome.
– A concern about the effectiveness of AI training and stakeholder agency.
Sorry for inconvinience, but this article is in the refinement process.
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Android’s Attack Camouflaged with Reinvention
May 2025
Nowadays, nothing that looks “white and fly” may be trusted. In technology (especially), many things that are presented to us as “white and fluffy” are actually deepfakes, not even fakes anymore. The publication claims a tremendous increase and improvement of the Android’s security. If one is still a “pinky pony” in our days, s/he probably keeps all your contacts, bank accounts with passwords, other resource passwords, medical records, credit card info and even your access credentials to mass-media platforms, i.e., all what a confiding person is “advised” to do, s/he is heading to trouble.
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When Cybercrime Helps Common People ( digital Robin Hoods)
May 2025
On 30 April 2025, the Computing online magazine published an article “Dark LLMs designed for cybercrime are on the rise”. The author has written, “Cybercriminals are increasingly adapting large language models for criminal purposes”. Well, yes, but not always…
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I asked MS Copilot…
April 2025
I have had a dialogue with MS Copilot GenAI about a few topics I discussed in details in my new book “Married to Deepfake”. In this post I’ve drawn an extract from the dialogue and shorten it for the sake of being concise because Copilot is too talkative. In the extracts I tried to be right to the point. Also, I have provided my comments to the Copilot responses.
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The Major Fake in IT History So Far
Dec 21, 2024
Extracts from the final Chapter of the book with working title Deepfake of the Ethical Generative AI.
Generative AI (GenAI) is the first technology calming general purpose for all people rather than for certain groups of specialists. GenAI may be useful, e.g. for writing code or even generating data model diagrams. However, a general-purpose GenAI for tasks that regular people deal daily is a very special case, as Americans say — a ”federal case”. This is the reason why general-purpose GenAI should be free from bias, mis- and disinformation, fakes, fraud, political agenda, etc.
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American Sepsis Penetrates British Society
Dec 11, 2024
AI is dangerous because of expected bias, but it depends on who is looking on it and who welcomes what.
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The Key to Intelligent Future of Humans
Nov 29, 2024
Frankly, I was and am concern about human aspects of generative AI (GenAI) from its day 1. Thirty years ago, I researched Machine Learning and patterns recognition for bio-medical cybernetics (for signals), i.e. I have some understanding of the object. That time, it was a prerogative of special laboratories and it was about mathematic methods and models. The GenAI is a totally different matter because it works and addresses the linguistics, which at large forms Homo Sapience.
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From the Battle for Ethical Service Oriented GenAI
Nov 24, 2024
For the last few years, we found that the values of Generative AI (GenAI) is different to all people. There is just one major criterion for GenAI acceptance — its trustfulness. We have learnt this from the experience with modern public API that are used by agile developers without due diligence creating unmitigated risks for their products and companies. Keep reading →
ARTICLES PUBLISHED ON LINKEDIN
FINISHING 2022 IN ENTERPRISE ARCHITECTURE
December 2022
Finishing 2022 in #Enterprise hashtag#Architecture (EA), I’d like to review the observation of #EA conducted by the Enterprise Architecture Center of Excellence (EACOE). This observation is set around the long-time question, “Why do Enterprise Architecture efforts fail?” The old wisdom states that a properly asked question is half of the answer. To ask a proper question, we need to know what we are asking about…
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DEVOPS ARE NOT ENOUGH
December 2022
I’ve read somewhere that the major criterion of DevOps work is running code. If DevOps is engaged in the creation of products for consumers, just running code is not a criterion – it is not enough.
Three parts of this article discuss three additional values that DevOps should deliver. The word “Code” in the Part’s names outlines that all these values should be a part of the DevOps process, not a concern of other teams. Written and even running code without security, risk addressing and quality cannot be categorised as “done”…
PART 1 – SECURITY AS CODE
PART 2 – RISK AS CODE
PART 3 – QUALITY AS CODE
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A SHORT-TERM TACTICAL SOLUTION MAY BE GOOD ONLY IF YOU HAVE THE LONG-TERM SOLUTION OBSERVED/UNDERSTOOD ALREADY
December 2022
During a recession, every company faces a dilemma – where to put its management attention and funds – in the short-term surviving projects/products or the long-term ones as well. IMHO, if you are concerned about survival only, you will lose immediately after the recession ends even if you survive it.
My advice is to put a proportion of resources into long-term planning, at least…
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DOES #ENTERPRISE #ARCHITECTURE NEED #PROTECTION IN A #DIGITAL WORLD?
November 2022
During a recession, every company faces a dilemma – where to put its management attention and funds – in the short-term surviving projects/products or the long-term ones as well. IMHO, if you are concerned about survival only, you will lose immediately after the recession ends even if you survive it.
My advice is to put a proportion of resources into long-term planning, at least…
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IF EXPERTS STILL DEFINE EA DIFFERENTLY, WHAT IS EA ACTUALLY?
November 2022
I am thankful to Capstera Software for collecting several different definitions of Enterprise Architecture (EA). This variety, which I will discuss today, raises a flag of the immaturity of the term, including concerns about whether it is about enterprise as a whole as well as whether it is about architecture (a standardised term by IEEE) at all.
Enterprise Architecture is…
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⌗ARCHIMATE TRANSFORMES ITSELF INTO LOREM IPSUM
November 2022
I am thankful to Capstera Software for collecting several different definitions of Enterprise Architecture (EA). This variety, which I will discuss today, raises a flag of the immaturity of the term, including concerns about whether it is about enterprise as a whole as well as whether it is about architecture (a standardised term by IEEE) at all.
Enterprise Architecture is…
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SHARED SERVICES IN A NUTSHELL
July 2022
When recently I moved from banking to the public domain, I found with surprise that UK Government is currently focusing on “hashtag#shared hashtag#services” (hashtag#ShaSer) while this topic had been addressed in banking for a decade, at least, ago.
So, what the heck is ShaSer? Wikipedia states…
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RISKS OF BUILDING SHARED SERVICES IN A “BROWN FIELD”
July 2022
Shared Service (ShaSer) is not a new concept and we have a lot of publications about this subject. I hope that many would agree that a ShaSer appears differently from the business and technology perspectives. Since every service is valuable to its consumers by the service functionality and outcomes, this is all that is needed to make a decision on whether to use this ShaSer, or that one, or at all. Data, in this case, should only meet data quality requirements and fit the meta-data – defined by the service. This is really simple while the risk comes from the technical implementation of the service…
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DIGITAL PANDEMIC OF THE BRAIN
July 2022
We are humans yet, aren’t we?
Recently, I had to apply for a DBS to the UK Government. For the services like this, they have promoted a ‘universal’ digital identity control solution based on the Digidentity app, and this has appeared a game-stopper. (Fortunately, GOV UK Verify still have regular way to apply, which requires to take your bum out from your chair and go to the Post Office). In essence, ‘universal’ digital identity control is not a new solution and it is appealing to Government for years. BTW, why should I have a digital identity if I have my passport already? – Is it for making easier to Government spying on me?..
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HOW TO: INTEGRATION IN AN ENTERPRISE. WHITE PAPER
July 2021
We are humans yet, aren’t we?
Recently, I had to apply for a DBS to the UK Government. For the services like this, they have promoted a ‘universal’ digital identity control solution based on the Digidentity app, and this has appeared a game-stopper. (Fortunately, GOV UK Verify still have regular way to apply, which requires to take your bum out from your chair and go to the Post Office). In essence, ‘universal’ digital identity control is not a new solution and it is appealing to Government for years. BTW, why should I have a digital identity if I have my passport already? – Is it for making easier to Government spying on me?..
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HOW TO: #MICROSERVICES AND #EVENTHOLDER – WHAT IS WHAT FOR
July 2021
In our days of digital omni-interconnection one of the top buzz-words like “innovation” or “architecture” were recent. It seems that all IT specialists – developers, designers, architects, and managers – are in need for better understanding and use of the term “integration”. For example, what is the difference between “integration” and interaction”? Also, if one re-keys data from one system to another system on a continuous basis, is this an integration between systems? We’ll try to answer these questions and explain the majority of related questions about integration and we start from the major question – what integration is for?..
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#SIB #PATTERN FOR #MICROSERVICE #FAULT #TOLERANCE
March 2019
Fault tolerance requirement was known for a long time before Microservices were defined. This requirement has surfaced again because when working with relatively small applications or components like Microservices, it is much easier to observe fault tolerance and it replicates at a higher scale than when working with monolith applications. There are no any special aspects in this requirement caused by very Microservices…
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Architecture of Business
THEORY & DESIGN
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