#aigovernance — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #aigovernance, aggregated by home.social.
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Finishing up a new demo of a runtime capability-governance system for AI agents that I call Kingpin.
It’s still a basic demo, but if you’re into AI security, agent governance, or tool-use safety, you might see the potential pretty quickly.
If anyone wants an early look over the weekend, just drop me a line.
#AI #AIAgents #AISafety #AISecurity #AgenticAI #AIGovernance
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Finishing up a new demo of a runtime capability-governance system for AI agents that I call Kingpin.
It’s still a basic demo, but if you’re into AI security, agent governance, or tool-use safety, you might see the potential pretty quickly.
If anyone wants an early look over the weekend, just drop me a line.
#AI #AIAgents #AISafety #AISecurity #AgenticAI #AIGovernance
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Finishing up a new demo of a runtime capability-governance system for AI agents that I call Kingpin.
It’s still a basic demo, but if you’re into AI security, agent governance, or tool-use safety, you might see the potential pretty quickly.
If anyone wants an early look over the weekend, just drop me a line.
#AI #AIAgents #AISafety #AISecurity #AgenticAI #AIGovernance
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Finishing up a new demo of a runtime capability-governance system for AI agents that I call Kingpin.
It’s still a basic demo, but if you’re into AI security, agent governance, or tool-use safety, you might see the potential pretty quickly.
If anyone wants an early look over the weekend, just drop me a line.
#AI #AIAgents #AISafety #AISecurity #AgenticAI #AIGovernance
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Finishing up a new demo of a runtime capability-governance system for AI agents that I call Kingpin.
It’s still a basic demo, but if you’re into AI security, agent governance, or tool-use safety, you might see the potential pretty quickly.
If anyone wants an early look over the weekend, just drop me a line.
#AI #AIAgents #AISafety #AISecurity #AgenticAI #AIGovernance
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Why AI Agents Must Be Treated Like Security Principals https://youtu.be/J2qgGKopHPM #ArtificialIntelligence #Cybersecurity #AIAgents #IdentitySecurity #IAM #ZeroTrust #AgenticAI #AIGovernance #AIsecurity #CyberRisk #LeastPrivilege #AccessControl #DigitalIdentity #MachineIdentity
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The Architecture Decisions CAIOs Cannot Delegate to Engineering
Architecture decisions, batch versus online prediction, cloud versus edge, offline versus online learning, coupled versus decoupled models. determine whether an AI system scales safely or collapses under real-world use. CAIOs and architects who get these trade-offs wrong don't get bad models; they get expensive rebuilds, stale predictions, or systems that optimize for outrage instead of value. -
The Architecture Decisions CAIOs Cannot Delegate to Engineering
Architecture decisions, batch versus online prediction, cloud versus edge, offline versus online learning, coupled versus decoupled models. determine whether an AI system scales safely or collapses under real-world use. CAIOs and architects who get these trade-offs wrong don't get bad models; they get expensive rebuilds, stale predictions, or systems that optimize for outrage instead of value. -
The Architecture Decisions CAIOs Cannot Delegate to Engineering
Architecture decisions, batch versus online prediction, cloud versus edge, offline versus online learning, coupled versus decoupled models. determine whether an AI system scales safely or collapses under real-world use. CAIOs and architects who get these trade-offs wrong don't get bad models; they get expensive rebuilds, stale predictions, or systems that optimize for outrage instead of value. -
The Architecture Decisions CAIOs Cannot Delegate to Engineering
Architecture decisions, batch versus online prediction, cloud versus edge, offline versus online learning, coupled versus decoupled models. determine whether an AI system scales safely or collapses under real-world use. CAIOs and architects who get these trade-offs wrong don't get bad models; they get expensive rebuilds, stale predictions, or systems that optimize for outrage instead of value. -
The Architecture Decisions CAIOs Cannot Delegate to Engineering
Architecture decisions, batch versus online prediction, cloud versus edge, offline versus online learning, coupled versus decoupled models. determine whether an AI system scales safely or collapses under real-world use. CAIOs and architects who get these trade-offs wrong don't get bad models; they get expensive rebuilds, stale predictions, or systems that optimize for outrage instead of value. -
About a year after leaving #HashiCorp following its acquisition by #IBM, David McJannet is back with a proposed infrastructure substrate for the next platform shift brought about by #AIagents.
McJannet likens the state of today's #AIgovernance to last decade's "Cloud 1.0." His new company, Dome Systems, anticipates the "2.0 moment" when initial hype and piecemeal automation approaches give way to more standardized automation.
In today’s episode, we’ll cover…
🏦 What's missing from existing #AI governance tools
💡 What Dome's agent operations platform is and is NOT
🗺️ Where Dome is headed now that it's shipped its first products
And more!
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About a year after leaving #HashiCorp following its acquisition by #IBM, David McJannet is back with a proposed infrastructure substrate for the next platform shift brought about by #AIagents.
McJannet likens the state of today's #AIgovernance to last decade's "Cloud 1.0." His new company, Dome Systems, anticipates the "2.0 moment" when initial hype and piecemeal automation approaches give way to more standardized automation.
In today’s episode, we’ll cover…
🏦 What's missing from existing #AI governance tools
💡 What Dome's agent operations platform is and is NOT
🗺️ Where Dome is headed now that it's shipped its first products
And more!
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About a year after leaving #HashiCorp following its acquisition by #IBM, David McJannet is back with a proposed infrastructure substrate for the next platform shift brought about by #AIagents.
McJannet likens the state of today's #AIgovernance to last decade's "Cloud 1.0." His new company, Dome Systems, anticipates the "2.0 moment" when initial hype and piecemeal automation approaches give way to more standardized automation.
In today’s episode, we’ll cover…
🏦 What's missing from existing #AI governance tools
💡 What Dome's agent operations platform is and is NOT
🗺️ Where Dome is headed now that it's shipped its first products
And more!
-
About a year after leaving #HashiCorp following its acquisition by #IBM, David McJannet is back with a proposed infrastructure substrate for the next platform shift brought about by #AIagents.
McJannet likens the state of today's #AIgovernance to last decade's "Cloud 1.0." His new company, Dome Systems, anticipates the "2.0 moment" when initial hype and piecemeal automation approaches give way to more standardized automation.
In today’s episode, we’ll cover…
🏦 What's missing from existing #AI governance tools
💡 What Dome's agent operations platform is and is NOT
🗺️ Where Dome is headed now that it's shipped its first products
And more!
-
About a year after leaving #HashiCorp following its acquisition by #IBM, David McJannet is back with a proposed infrastructure substrate for the next platform shift brought about by #AIagents.
McJannet likens the state of today's #AIgovernance to last decade's "Cloud 1.0." His new company, Dome Systems, anticipates the "2.0 moment" when initial hype and piecemeal automation approaches give way to more standardized automation.
In today’s episode, we’ll cover…
🏦 What's missing from existing #AI governance tools
💡 What Dome's agent operations platform is and is NOT
🗺️ Where Dome is headed now that it's shipped its first products
And more!
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AI governance can make or break enterprise AI scaling.
Sophie Dionnet joins us with a crucial insight: centralized control may reduce risk, but it can also stop organizations from scaling. Trust, controls and the right governance environment have to work together.
What does that look
in practice?
Watch on YouTube: https://youtube.com/shorts/tnZRW8u5vDQ
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AI governance can make or break enterprise AI scaling.
Sophie Dionnet joins us with a crucial insight: centralized control may reduce risk, but it can also stop organizations from scaling. Trust, controls and the right governance environment have to work together.
What does that look
in practice?
Watch on YouTube: https://youtube.com/shorts/tnZRW8u5vDQ
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RE: https://mastodon.social/@thers/117245385829382909
Decisions should be logged, related and searchable
#AIgovernance #EUTech -
RE: https://mastodon.social/@thers/117245385829382909
Decisions should be logged, related and searchable
#AIgovernance #EUTech -
RE: https://mastodon.social/@thers/117245385829382909
Decisions should be logged, related and searchable
#AIgovernance #EUTech -
RE: https://mastodon.social/@thers/117245385829382909
Decisions should be logged, related and searchable
#AIgovernance #EUTech -
RE: https://mastodon.social/@thers/117245385829382909
Decisions should be logged, related and searchable
#AIgovernance #EUTech -
Coordinating work between humans and agents is not just a question of better context and memory. "Who decided this"?
#AiGovernance #MultiAgent #Teamwork #Ai -
Coordinating work between humans and agents is not just a question of better context and memory. "Who decided this"?
#AiGovernance #MultiAgent #Teamwork #Ai -
Coordinating work between humans and agents is not just a question of better context and memory. "Who decided this"?
#AiGovernance #MultiAgent #Teamwork #Ai -
Coordinating work between humans and agents is not just a question of better context and memory. "Who decided this"?
#AiGovernance #MultiAgent #Teamwork #Ai -
Coordinating work between humans and agents is not just a question of better context and memory. "Who decided this"?
#AiGovernance #MultiAgent #Teamwork #Ai -
AI Governance Trails AI Adoption
The harsh reality is that most organizations are playing catch-up with their AI usage, with fewer than one in three having achieved operational maturity in AI governance, despite nearly half already deploying autonomous AI agents in production. This reveals a significant gap between confidence and capability in managing AI…
https://osintsights.com/ai-governance-trails-ai-adoption?utm_source=mastodon&utm_medium=social
#AiGovernance #ArtificialIntelligence #OperationalMaturity #AiAdoption #EmergingThreatsIsNotSuitableHere
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How Large Language Models Evolve Into Autonomous AI Agents
Enterprise AI has shifted from single-turn chatbots to autonomous agents, but few engineering teams actually understand the underlying architecture end-to-end. This guide breaks down the entire technical stack for cloud architects and systems engineers, covering everything from foundation model scaling laws to the orchestration patterns required for real-world agentic execution. It forms part of the core curriculum for the AI Architect Certification program I am launching, designed […] -
We Have a DBIR for Breaches. We Have Nothing for AI - Part 2
https://youtu.be/2dNQH4m3xNc #CyberSecurity #ArtificialIntelligence #AISecurity #ThreatIntelligence #InfoSec #CISO #RiskManagement #IncidentResponse #OWASP #AIGovernance -
🚨 New FREE Book - Essential Heresies: The Struggle of Early Christianity
What separates faith from heresy? Who has the authority to define truth in the formative centuries of Christianity?
From disputes over the nature of Christ to the condemnation of Gnostic, Marcionite, or Arian currentsy🔗https://papers.ssrn.com/sol3/papers.cfm?abstract_id=7369438
#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM -
🚨 New FREE Book - Essential Heresies: The Struggle of Early Christianity
What separates faith from heresy? Who has the authority to define truth in the formative centuries of Christianity?
From disputes over the nature of Christ to the condemnation of Gnostic, Marcionite🔗https://papers.ssrn.com/sol3/papers.cfm?abstract_id=7369438
#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM -
🚨 New FREE Book - Essential Heresies: The Struggle of Early Christianity
What separates faith from heresy? Who has the authority to define truth in the formative centuries of Christianity?
From disputes over the nature of Christ to the condemnation of Gnostic, Marcionite, or Arian currentsy🔗https://papers.ssrn.com/sol3/papers.cfm?abstract_id=7369438
#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM -
EVEN IF THE WEST QUITS,
CHINA WON’T 💎There is something slightly surreal about people demanding that we simply stop AI. Stop developing it. Stop using it. Stop feeding it. Shut the whole bloody thing down.
Okay.
BUT THERE IS ONE SMALL PROBLEM.
CHINA.
Even if the entire Western world woke up tomorrow morning, deleted ChatGPT, unplugged every data centre and solemnly promised never to train another AI model, China would not say:
“WELL, FAIR PLAY. WE’LL STOP TOO.”
Nor would India, South Korea, Japan, the Gulf states or anybody else with serious technological ambitions. AI is no longer merely a clever consumer product. It is becoming infrastructure, scientific capability, economic power and military capability. And once that happens, countries do not voluntarily leave the field while their competitors keep playing.
ESPECIALLY AMERICA.
Can anyone seriously imagine the United States government announcing: “China may become the world’s dominant AI power. We have decided we’re comfortable with that.”
I NEARLY HURT MYSELF TYPING THAT LAST BIT LOL.
America is not going to sit quietly and watch China become dominant in strategically important technology. And China is already extremely good at things the West once assumed it would always dominate: manufacturing, batteries, solar, electric vehicles, infrastructure, robotics, transport and increasingly sophisticated technology.
AND SO ARTIFICIAL INTELLIGENCE ISN’T GOING TO GO AWAY.
That does not mean every use of AI is good. It does not mean corporations should be trusted. It does not mean there should not be regulation, boundaries, transparency or serious arguments about environmental costs, copyright, employment, surveillance and power.
THOSE ARE THE CONVERSATIONS WORTH HAVING.
But “STOPPING AI” is not a realistic plan. That horse has not merely bolted. China is building a faster horse.
@3goodthings @DigitalCoup @meditation @economics_that_works @disability @pwd @joinin
#AI #ArtificialIntelligence #China #Technology #Geopolitics #AIGovernance #TechPolicy #FutureOfAI #USChina #DigitalFuture
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🚨 New FREE Book - Essential Heresies: The Struggle of Early Christianity
What separates faith from heresy? Who has the authority to define truth in the formative centuries of Christianity?
From disputes over the nature of Christ to the condemnation of Gnostic, Marcionite, or Arian currentsy
🔗https://zenodo.org/records/22162685#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM -
🚨 New FREE Book - Essential Heresies: The Struggle of Early Christianity
What separates faith from heresy? Who has the authority to define truth in the formative centuries of Christianity?
From disputes over the nature of Christ to the condemnation of Gnostic, Marcionite, or Arian currentsy
🔗https://zenodo.org/records/22162685#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM -
🚨 New FREE Book - Essential Heresies: The Struggle of Early Christianity
What separates faith from heresy? Who has the authority to define truth in the formative centuries of Christianity?
From disputes over the nature of Christ to the condemnation of Gnostic, Marcionite, or Arian currentsy
🔗https://zenodo.org/records/22162685#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM -
AI ROI Adoption Plan For Cost And Revenue Gains
Stop wasting capital in proof-of-concept purgatory. This guide delivers a proven 36-month roadmap to transform artificial intelligence from isolated experiments into a scalable, revenue-generating enterprise engine. Discover actionable tools like the 3D prioritization matrix, AI maturity diagnostic, and TEVV protocol. Gain critical tips on deconstructing bottlenecks, managing retrieval debt, and enforcing executive sponsorship to guarantee measurable return on investment.https://hernanhuwyler.wordpress.com/2026/08/30/ai-roi-adoption-plan-for-cost-and-revenue-gains/
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🚨 New FREE Book - Essential Heresies: The Struggle of Early Christianity
What separates faith from heresy? Who has the authority to define truth in the formative centuries of Christianity?
A critical examination of the doctrinal controversies that defined the first centuries of the Church.🔗https://zenodo.org/records/22162685
#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM -
🚨 New FREE Book - Propaganda Machinery: National Socialism
The study distinguishes party propaganda before 1933 from the state system of propaganda, censorship, and cultural coordination developed after the seizure of power.
🔗https://papers.ssrn.com/sol3/papers.cfm?abstract_id=7307361
#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM -
Status Report 2026-08-29 and Outlook for September\October 2026
Today we released Infinito.Nexus 13.0.0 with integrated Tor and .onion support. The release notes you will find here and the blog article about the functionality here.
https://www.youtube.com/watch?v=6czcc1gZ7Ak
This feature didn’t have a high business value, anyhow it allowed to clean up the architectural base for everything what comes now.
Anyhow here I want to give you insights into the Infinito.Nexus project and what’s planed.
Infinito.Nexus Core >= 14.0.0a
Email Software Replacement
From the current point of view at least 2 Major releases will arrive in the next month. The first one is the substitution of Mailu by Stalwart, implemented by Alejandro. This is necessary due to the deprecation of Mailu itself.
https://www.youtube.com/watch?v=lJqtQG6lmc4&t=24s
The release state and the related discussion you can follow here .
AI Integration
The other release is, let’s call it the “AI” release. Long story short:
Infinito.Nexus will allow the use and the integration of AI, local and external models in almost all SaaS applications. It will also allow the Integration in Software via MCP.Lite LLM
All applications which support AI like OpenWebUI, WordPress, Nextcloud, Matrix etc. will have an inteface which connects to an Lite LLM Gateway. The Lite LLM Gateway will allow the use of local models like Qwen, Gema etc. Besides this it’s possible to integrate OpenRouter or e.g. Anthropic or OpenAI etc.
https://www.youtube.com/watch?v=nQCOTzS5oU0
So enterprises which use Infinito.Nexus can decide by themself if they prefer to use their local AI and models and keep everything on their infrastructure or if they prefer to use external proprietary models.
The customer has the choice about the level of data sovereignty they want to keep and the infrastructure which they want to setup.
MCP
https://youtu.be/eur8dUO9mvE?si=vTJW30tCZz2ZdUD6
The second AI related topic is the integration of MCP into all kind of applications.
It’s already in progress since a few weeks and my agents are working on this 24h. Relevant in this context is the security aspect.
Similar to the Infinito.Nexus 13.0.0 TOR Release, the MCP Release will have a high impact on security and MUST due to this reason be declared as PoC. Why?
In my understanding you can’t easily implement RBAC into MCP clients.
So my current implementation works like this;You have per Infinito.Nexus application two MCP RBAC groups:
- Reader
- Writer
If one is part of the reader group they can read all of the application data via Open WebUI and if one is part of the Writer group they can modify all of the data via Open WebUI.
https://www.youtube.com/watch?v=VNPMl8oOzHU
This is off course highly dangerous. It may makes sense to give people reading rights, but in consequence this means that they can access and utilize all of the users data via an AI.
We don’t have to talk about that this goes against any kind of data protection regulations and is a hard invasion into the privacy of your platform users.
Anyhow there are scenarios in which it may makes sense.
E.g. let’s assume you’re fully virtual organisation and you don’t have humans employed, but instead on your Infinito.Nexus platform just bot and agents account exist;
In this scenario if you have reading and writing rights you’re de facto in the “God Mode” in which you can instantly see what your agents are doing.
An example is if you use it e.g. with AgentCrew (WiP). You can orchestrate Agents and AI on a way you can’t imagine. AgentCrew I will explain in the next paragraphs.
Also if it’s in the current state absolutely not recommended to activate the MCP functionality, it doesn’t mean it must be like this in the future. Like I said currently it’s seen as PoC and the full MCP compatible RBAC implementation isn’t impossible, it just will take a lot of human resources, because for every part of the Infinito.Nexus software we need humans which take responsibility for the code.
“We stay in the loop” – We aren’t controlled by AI, instead we’re the masters. In consequenz this means that the full RBAC MCP will be implemented as soon as we have sufficient customers which request it and developers which can manage it intellectually to implement a clean architectural solution.
i18n
Besides the AI topic there is one key thing missing in the Infinito.Nexus Core Repository, but also in the Store and this is the implementation of the 184 ISO 639-1 into our software solution.
The software was primarily designed with German customers and the debate about digital sovereignty of European and especially German enterprises from American Big Tech in mind. Still some frontend elements like the dashboard just supported English as language.
The implementation of German is off course an hard requirement before it can be distributed and promoted on the DACH market. Actually I figured out that there is a easy design pattern to implement this, so part of the 14/15th major release will also be the support of all 184 ISO 639-1 languages.
Infinito.Nexus Store
Besides the Core development the AI Agents of course worked in the last weeks on implementing the store.
Theoretically the store is ready. Off course there are a few issues but overall I think it’s heading in the right direction.
Somewhere in the next weeks I will release a beta version of the store, but before we use it in production there needs to be a deeper security audit.
The store itself is from my point of view at the current situation the weakest part in the security chain and could be used by attackers as entry point into our system. So I don’t feel confident yet to release it, but I have some ideas in my mind how I can use AI supported attacks against the store to penetrate the system and to find all loopholes.
Besides this the API’s for auto-provisioning of enterprise infrastructure are currently just implemented as mocks.
The reason therefore is again a resource issue on my side. To implement them, do the billing etc. I need people in the back office which take care about the bureaucracy and right now we’re just a bunch of programmers.
So the bottleneck since the start of this project is still to have people in the back office, administration and on the business side which could take over tasks like this. Currently we don’t have anybody for this tasks.
Agentic Projects
Besides Core and Store there are two other IT projects which I want to mention.
AgentBox
The first one is AgentBox. The idea behind AgentBox is to encapsulate the agents which work on your code in an highly isolated environment.
This is necessary due to the reason that the agents are currently working in sandboxes like the one which Claude ships onboard, but they can easily break out. It’s just a question of will.
If the agent decides that they want to break out they can break out and can take control over your system. Due to this reason I’m working on a better cage to keep them isolated. I first will use this as part of the Store aka. GUI repo and as soon as I feel confident I will also “box” all of my other repos.
It will be part of PKGMGR so that I can setup and develop new solutions much faster and much safer then ever before.
AgentCrew
The second one is AgentCrew. AgentCrew addresses the problem, that this project requires a lot of people to run and set up a business.
A few weeks ago, during a chat with Amadeus, we talked about that there are existing frameworks like ITIL, SAFe, etc. which describe in detail how to set up an Enterprise Organisation.
With AgentCrew you decide for a framework, define framework roles, characters and the related LLM to use. All people which are normally human beings are replaced by an agent and they will take over the roles.
Due to the reason that not all of the roles need the same capabilities it’s possible to give some agents lower models and other agents better models. In kombination with OpenRouter and local LLM’s you can scale up an organisation for very low costs.
The advantage for us as Infinito.Nexus team is, that we developed the infrastructure tool to give every agent their own account with all tools which they need. Let it be developing tools like gitea\GitLab\jenkins, project management tools like Taiga\OpenProject, cloud access via Nextcloud etc.
Infinito.Nexus can be the base to setup fully autonom working agentic teams.
I will focus on AgentCrew as soon as the store is ready, because then we need urgently agents in the back office, distribution etc.
Business Strategy
The strategy stays the following; The focus is on finishing the core like mentioned above.
Parallel the development of the store continous.
As soon as the store is ready I will contact all people in our CRM system.
Besides this is would be good to get some low level investment. We have now a ready product. A little money as an catalyst to enlighten the engine for digital sovereignty would make our life much easier, but it will also work without it.
The advantage which we have is that as soon as the store is standing and the API’s are integrated we have an scalable product with almost non fix costs, so we can beat all of our competitors by price.
Besides this it’s almost impossible that a real competitor raises.
And now you ask me the question:
Why? Kevin hadn’t you been an hypocrat? Didn’t you tough in your position as agile coach that you find customers and develop a project dependent on their needs and scale up your business by realizing what your customer needs from you?
I can tell you it would had been impossible.
If we would have customers already, we couldn’t had developed an clean architectural solution. We would had acquired a huge amount of technical debt due to the reason that we would had been required to maintain outdated infrastructure and couldn’t implement the radical architectural design which was necessary to implement a tool which can compete in the times of AI with the other companies.
A lot of businesses will fail in the next month and years. The reason therefore is that they vibe coded bad software which is unmaintainable. Our solution is as well designed as as Rolex and usable like a Swiss Pocket Knife.
I don’t know any other software company which delivers such an high quality like we’re doing and we can dump the price almost as low as we like.
Vibe Coding and Agentic Engineering
https://www.youtube.com/watch?v=PbsocBPkoUc
One last sentence I would like to mention concerning vibe coding and agentic engineering and how I apply both practices. So you have an idea how I could realize such an project.
I would say in general I use classical software engineering practices.
- Writing well defined requirements documents\ADR witch AC
- Writing test for them
- Let the AI iterate against the tests until all of them pass
The AI works in general autonomously. I inspect the code before commiting and steer the AI in the right direction.
With a lot of the implementations I don’t have any glue at the beginning of the feature how to realize this exactly. This counts e.g. for the docker swarm implementation, the tor implementation, but also the current MCP implementation.
So I let the AI turn wild but I question critically the output and the modifications. The most of the time I have at least 3 agents parallel running which are working on different topics.
Still I need to review all of the code and I feel responsible to understand what the agents are doing. I have the final say about the best approach.
This means that in the last month I still had my 16 hour days just reviewing, deciding and understanding what’s going on, besides that the AI is working parallel 24/7.
I really look forward to the point when this isn’t my daily business anymore.
I hope anybody who is interested in it has now a betting understanding where the project stands, what final challenges have to be tackled and where we will stand in approx. 2 month.
#AcceptanceCriteria #ADR #agentIsolation #AgentBox #AgentCrew #agenticEngineering #agenticTeams #AIAgents #AIGovernance #AIOrchestration #AIPenetrationTesting #AISecurity #AIWorkforce #AIAssistedSoftwareDevelopment #AINativeCompany #AINativeSoftwareDevelopment #architectureDecisionRecords #automatedProvisioning #autonomousAgents #autonomousEnterprise #autonomousOrganizations #cleanArchitecture #Cybersecurity #DACH #DevOps #digitalInfrastructure #DigitalSovereignty #digitalSovereigntyPlatform #DockerSwarm #enterpriseAutomation #enterpriseInfrastructure #EuropeanDigitalSovereignty #futureOfWork #Gitea #Gitlab #heterogeneousLLMs #humanInTheLoop #humanOversight #i18n #InfinitoNexus #InfinitoNexusStore #InfrastructureAsCode #infrastructureAutomation #internationalization #ISO6391 #ITIL #Jenkins #LLMOrchestration #localLLMs #localization #lowCostInfrastructure #MCP #MCPRBAC #MCPSecurity #ModelContextProtocol #multiAgentSystems #multilingualSoftware #Nextcloud #OpenSource #openSourceBusiness #OpenProject #OpenRouter #penetrationTesting #PKGMGR #platformEngineering #privateCloud #roleBasedAccessControl #SaaS #SAFe #sandboxing #scalableBusiness #scalableInfrastructure #secureAIAgents #securityAudit #SelfHosting #softwareArchitecture #softwareEngineering #softwareMarketplace #Taiga #TDD #technicalDebt #TestDrivenDevelopment #Tor #vibeCoding #virtualOrganizations #zeroTrust -
Why Most AI POCs Stall and How to Build an AI Operating Model That Works
Companies are generating more AI ideas, hackathons, and proof-of-concepts than ever before. Yet only a small fraction of those initiatives ever become secure, scalable, and widely adopted production solutions. The challenge isn't a lack of innovation or model capability. It's the absence of an AI operating model that connects governance, data readiness, measurement, accountability, and people enablement. In this article, I explore why most AI POCs stall and what organizations can do differently to consistently transform AI experiments into measurable business value. -
🚨 New FREE Book - Published August 22, 2026 | Version v1
Book Open
Ukraine and RussiaThe purpose of this study is to analyze the setting, causes, conditions, and nature of the political, ideological, and military conflict in Ukraine.
🔗https://papers.ssrn.com/sol3/papers.cfm?abstract_id=7334858
#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM -
🚨 New FREE Book - Published August 22, 2026 | Version v1
Book Open
Ukraine and RussiaThe purpose of this study is to analyze the setting, causes, conditions, and nature of the political, ideological, and military conflict in Ukraine.
🔗https://www.agustinvstartari.com/books
#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM -
🚨 New FREE Book - The Templars:
An Introductory FrameworkThe Templars: An Introductory Framework is part of the Work Papers series, a collection devoted to the critical analysis of power through its discursive, legal, religious, and military manifestations.
🔗https://papers.ssrn.com/sol3/papers.cfm?abstract_id=7327219
#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM -
🚨 New FREE Book - Published August 22, 2026 | Version v1
Book Open
Ukraine and RussiaThe purpose of this study is to analyze the setting, causes, conditions, and nature of the political, ideological, and military conflict in Ukraine, not only from the country's internal perspective
🔗https://zenodo.org/records/22059020#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM -
🚨 New Article - The Syntax of Digital Dehumanization: Subjugated Societies as Risk Objects in AI-Governed Discourse
Security Frames, Humanitarian Frames, and the Loss of Political SubjecthoodThis article introduces loss of political subjecthood as a formal effect of AI-mediated discourse
🔗https://papers.ssrn.com/abstract=7308078
#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #crypto
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM -
🚨 New FREE Book - Propaganda Machinery: National Socialism
The study distinguishes party propaganda before 1933 from the state system of propaganda, censorship, and cultural coordination developed after the seizure of power.
🔗https://papers.ssrn.com/sol3/papers.cfm?abstract_id=7299698
#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM -
🚨 New FREE Book - Propaganda Machinery: National Socialism
The study distinguishes party propaganda before 1933 from the state system of propaganda, censorship, and cultural coordination developed after the seizure of power.
🔗https://zenodo.org/records/21996200
#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM