#aigovernance — Public Fediverse posts

🚨 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

Is CPU or GPU inference cheaper for on-premise enterprise AI?

For everyday mixed enterprise workloads with bursty traffic and short prompts, CPU inference is usually cheaper per query on-premise. A GPU only pays for itself once one model runs at sustained high utilisation, typically above a third of capacity, where its throughput per watt wins.

https://mickai.co.uk/articles/cpu-vs-gpu-inference-cost-on-premise

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

How Much GPU and Server Hardware Do I Need for 500 Staff?

For 500 staff on sovereign hardware, plan on one eight-GPU inference server for mixed daily use plus a second node for high availability, roughly two servers and eight to sixteen accelerators. Concurrency, not headcount, sets the number, because staff rarely query at once.

https://mickai.co.uk/articles/sizing-ai-hardware-for-500-staff

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

What Does On-Premise Enterprise AI Actually Cost to Deploy in 2026?

On-premise enterprise AI in 2026 has no single price. The real bill has four line items: hardware, model licensing, integration, and staff. Hardware is the smallest and most visible; integration and staff are the largest and most recurring, so one quoted figure is usually wrong.

https://mickai.co.uk/articles/on-premise-ai-real-cost-2026

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

Should We Build Our Own On-Premise AI With Ollama Or Buy A Sovereign Operating System?

Run Ollama when you want to test a model locally. Buy a sovereign operating system for regulated production, because a bare model runner ships no role-based access, no sealed audit ledger, no patched updates and none of the compliance evidence auditors ask for.

https://mickai.co.uk/articles/build-with-ollama-or-buy-sovereign-os

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

Is a private Azure OpenAI deployment actually sovereign?

No. A private Azure OpenAI deployment is isolated, not sovereign. The model runs on vendor-operated hardware under US jurisdiction, with keys and control held by the vendor. Sovereignty depends on who holds the keys, who runs the silicon and which law can compel access.

https://mickai.co.uk/articles/private-azure-openai-actually-sovereign

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

How To Meet the UK Data (Use and Access) Act 2025 Rules on Automated Decisions

The Data (Use and Access) Act 2025 replaces UK GDPR Article 22 with a qualified permission under Articles 22A to 22D. It keeps the safeguards: information, human intervention and the right to contest. Meet it by sealing each automated decision to an on-premise audit ledger.

https://mickai.co.uk/articles/duaa-2025-automated-decisions-on-premise

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

How to bring your AI models under the PRA's SS1/23 model risk rules

Bring AI models under the PRA's SS1/23 by registering each in a single model inventory, classifying it by materiality, and subjecting it to independent validation. This becomes straightforward when every model, input and output runs sealed on hardware the firm owns.

https://mickai.co.uk/articles/pra-ss1-23-model-risk-ai-governance

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

Can hedge funds run AI on proprietary models and trade data without leaking alpha to a cloud vendor?

Yes. A hedge fund can run AI over its own models, positions and material non-public information without leaking to a cloud vendor, by running inference on hardware it owns behind a zero-egress perimeter, so the data has no outbound path to escape.

https://mickai.co.uk/articles/hedge-funds-sovereign-ai-protect-alpha-mnpi

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

Can We Run Online Safety Act Moderation Without Sending Content to Cloud AI?

Yes. Online Safety Act content moderation can run entirely on operator-owned hardware, with no user content or evidence sent to cloud AI. On-device classifiers meet the illegal-harms and child-safety duties while keeping the most sensitive material inside your own jurisdiction.

https://mickai.co.uk/articles/online-safety-act-moderation-on-premise

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

Can councils run AI on resident and social care records without adding a cloud data processor?

Councils can run AI on resident and social care records without adding a cloud data processor by running it on hardware they own, with no data leaving the building. If no third party ever receives the records, there is no processor to contract or record.

https://mickai.co.uk/articles/councils-ai-social-care-data-no-processor

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

Can Automotive Suppliers Use AI on OEM Design Data While Keeping TISAX Prototype Protection?

Automotive suppliers can run AI on OEM design and prototype data and keep TISAX prototype protection, but only when the model runs on their own hardware inside the protected zone. Public cloud AI transmits the data outward, which prototype protection forbids.

https://mickai.co.uk/articles/automotive-tisax-prototype-protection-ai

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

How to Prove What an AI System Did After the Fact

You prove what an AI system did after the fact with an offline-verifiable audit ledger: every action is recorded, each entry is sealed with a post-quantum signature, and anyone holding the public key can confirm nothing was altered without trusting the vendor.

https://mickai.co.uk/articles/prove-what-ai-did-offline-verifiable-audit

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

What is the air-gap test, and can your AI pass it?

The air-gap test means physically unplugging the network and checking that the AI still reasons, retrieves and seals its audit record. A system passes only if its models, identity and logs all run on local, operator-owned hardware with zero egress.

https://mickai.co.uk/articles/air-gap-test-can-your-ai-pass-it

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

How do you keep AI inside the building when the data is regulated?

Keep AI inside the building by running inference and agents on hardware you own, behind a perimeter with no outbound path. Data residency only fixes where files rest. Zero egress fixes whether anything can leave, so regulated data is processed in place and never transmitted.

https://mickai.co.uk/articles/keep-ai-inside-the-building-regulated-data

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

On-premise AI versus cloud AI: what actually changes when you own the hardware

On-premise AI and cloud AI differ most in three places beyond cost: where your data goes, who controls the model, and whether you can prove what happened. Owning the hardware keeps data, weights and audit logs inside your own perimeter.

https://mickai.co.uk/articles/on-premise-ai-vs-cloud-ai-what-changes

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

How Keyboard-First Offline Software Changes an Operations Team's Day

Keyboard-first software that runs offline changes an operations team's day by turning routine actions into keystrokes and keeping the shift working when the network drops, because the software runs on hardware the team owns and seals every action for later audit.

https://mickai.co.uk/articles/keyboard-first-offline-sovereign-software-ops

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

One assistant that runs every department, sealed to the record

One assistant that runs every department is an operator, not a chatbot. It carries out real work across finance, legal, human resources and operations from one point of control, and seals every action to a tamper-evident audit record anyone can verify offline.

https://mickai.co.uk/articles/one-assistant-runs-every-department-sealed

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

Can fraud and financial-crime detection run in real time on your own hardware?

Yes. When the model, rules engine and audit ledger run on hardware you own, each transaction is scored inside your own perimeter with nothing sent to an external API. Latency stays low, data residency stays absolute, and every decision is sealed to a local ledger.

https://mickai.co.uk/articles/real-time-financial-crime-detection-on-premise

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

How AI Agents Finish Work Overnight Before Staff Arrive

AI agents finish overnight work by running on operator-owned hardware inside a Sovereign Intelligence Operating System. They read email, meetings and notes offline, draft replies, assign owners and seal every action to an audit ledger, so staff arrive to work already done.

https://mickai.co.uk/articles/agents-finish-work-overnight-sovereign-os

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

How An Email System Drafts And Completes Work Overnight Without The Cloud

An email system drafts and completes work overnight without the cloud when the agent runs on hardware the organisation owns, reads mail through a zero-egress perimeter, and seals every action in a post-quantum signed local ledger that anyone can verify offline.

https://mickai.co.uk/articles/esp-on-premise-email-agent-outlook-parity

#SovereignAI #AI #DataSovereignty #PostQuantum #AIgovernance

An AI legal assistant has won its first case in Australia has Fair Work Commission, helping a self-represented academic successfully argue for permanent employment. The case highlights how AI can improve access to justice for those who cannot afford legal representation, though experts caution that such outcomes require significant user expertise. https://theconversation.com/an-ai-legal-team-has-won-its-first-case-its-a-rare-win-for-access-to-justice-289891 #AIagent #AI #GenAI #AIGovernance

"We have guardrails" is not an answer. Ask whether the vendor monitors what the model says it did or what it actually did. In one evaluation, detection of harmful behavior dropped from about 95% to under 11% when only the explanations were attacked. Actions unchanged, dashboard clean. https://go.upgradejs.com/qev #AISafety #AIGovernance #LLM

🚨 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

🚨 New FREE Book - Christus Solus

What happens to language when a Name cannot be replaced?
Christus Solus is not a book about belief. It is a study of how one Name alters the grammar of every sentence that dares to contain it.

🔗https://zenodo.org/records/21980284

#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM

AI is reportedly being used to draft legislation in Congress, with the number of requests for bills up 72% in 2025. The practice has been described as "absolutely terrifying" by observers. https://gizmodo.com/its-absolutely-terrifying-ai-is-reportedly-slopping-up-the-bills-in-congress-2000799734 #AIagent #AI #GenAI #AIGovernance

🚨 New FREE Book - Christus Solus

Christus Solus is not a book about belief. It is a study of how one Name alters the grammar of every sentence that dares to contain it. From Koine Greek to ecclesiastical Latin, from creeds to confessions, from verbs to articles.

🔗https://zenodo.org/records/21980284

#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM

🚨 New Article - Iran as Syntax: Sanctions, Sovereignty, and the AI-Mediated Grammar of Threat

This paper examines how AI-mediated geopolitical discourse represents Iran through recurring grammars of threat, sanctions, sovereignty, and civilian harm.

🔗https://zenodo.org/records/21873180

#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg
#healthcare #ArtificialIntelligence #NLP #aifutures #lawstodon
#tech #agustinvstartari #linguistics #ai #LRM

AI for Science: The Next Big AI Opportunity

https://technologytrends60.wordpress.com/2026/08/17/ai-for-science-the-next-big-ai-opportunity/