Articles by Michele Laurelli and guests on how artificial intelligence works and how to put it to work.https://blog.michelelaurelli.it/enhttps://blog.michelelaurelli.it/en/i-motori-generativi-decidono-chi-sei-diglielo-tu/https://blog.michelelaurelli.it/en/i-motori-generativi-decidono-chi-sei-diglielo-tu/The deductions made by models can cause significant harm to personal identities as well as those of companies and products.Mon, 04 May 2026 00:00:00 GMTgenerativewho are youhttps://blog.michelelaurelli.it/en/tradurre-cobol-non-tradurre-l-architettura-ai-dietro-la-modernizzazione-del-codice-legacy/https://blog.michelelaurelli.it/en/tradurre-cobol-non-tradurre-l-architettura-ai-dietro-la-modernizzazione-del-codice-legacy/Why the conversion of legacy applications is not a matter of linguistic translation but of semantic reconstruction, and how we addressed the issue at Scriba.Fri, 17 Apr 2026 00:00:00 GMTcode migrationhttps://blog.michelelaurelli.it/en/cosa-vogliono-81-000-persone-dall-intelligenza-artificiale/https://blog.michelelaurelli.it/en/cosa-vogliono-81-000-persone-dall-intelligenza-artificiale/The largest qualitative study ever conducted: Anthropic interviews half the world to understand real hopes, fears, and expectations about AI.Sun, 22 Mar 2026 00:00:00 GMTAnthropicClaudeAI researchqualitative studyfuture of AIhttps://blog.michelelaurelli.it/en/talent-conditioned-transformer-dare-una-personalit-cognitiva-all-intelligenza-artificiale/https://blog.michelelaurelli.it/en/talent-conditioned-transformer-dare-una-personalit-cognitiva-all-intelligenza-artificiale/At Algoretico, we have developed a framework that does something no Transformer does today: it develops a cognitive personality that evolves with experience.Wed, 18 Feb 2026 00:00:00 GMTmachine learningtransformerdeep learningresearchneural architecturesmeta-learningNLPAlgoreticohttps://blog.michelelaurelli.it/en/le-autostrade-invisibili-dell-ai/https://blog.michelelaurelli.it/en/le-autostrade-invisibili-dell-ai/Why Data Centers are the True Strategic Infrastructure of the 21st CenturyTue, 17 Feb 2026 00:00:00 GMTServerhardwarehttps://blog.michelelaurelli.it/en/addio-al-design-i-siti-diventeranno-pagine-vuote/https://blog.michelelaurelli.it/en/addio-al-design-i-siti-diventeranno-pagine-vuote/Artificial intelligence is changing the way we search for information while eliminating the aesthetic experience of the web. For this reason, I believe we will unfortunately replace websites with empty text fields.Fri, 06 Feb 2026 00:00:00 GMTDesignWebhttps://blog.michelelaurelli.it/en/architetture-software-per-sistemi-di-intelligenza-artificiale/https://blog.michelelaurelli.it/en/architetture-software-per-sistemi-di-intelligenza-artificiale/Artificial intelligence approached with scientific rigor, engineering precision, and human depth.Fri, 30 Jan 2026 00:00:00 GMTarchitecturemodelssoftwarehttps://blog.michelelaurelli.it/en/2026-l-anno-del-consolidamento-dell-intelligenza-artificiale/https://blog.michelelaurelli.it/en/2026-l-anno-del-consolidamento-dell-intelligenza-artificiale/The Global AI Report by NTT DATA reveals a clear picture: experimentation gives way to the creation of measurable value.Fri, 23 Jan 2026 00:00:00 GMTNTTGlobal AI Reporthttps://blog.michelelaurelli.it/en/l-internet-morta-sta-diventando-realt/https://blog.michelelaurelli.it/en/l-internet-morta-sta-diventando-realt/If half of web traffic is generated by bots and content is produced en masse by AI, those working with artificial intelligence have only one path: to stand out from the noise.Wed, 14 Jan 2026 00:00:00 GMTdead internethttps://blog.michelelaurelli.it/en/surviving-an-ai-bubble-burst-a-developer-s-local-ai-survival-kit/https://blog.michelelaurelli.it/en/surviving-an-ai-bubble-burst-a-developer-s-local-ai-survival-kit/What happens when your favorite AI coding assistant disappears overnight?Tue, 13 Jan 2026 00:00:00 GMTlocal-aidevtoolscode-generationopen-source-modelsresilient-aihttps://blog.michelelaurelli.it/en/clara-il-framework-di-apple-che-rivoluziona-la-retrieval-augmented-generation/https://blog.michelelaurelli.it/en/clara-il-framework-di-apple-che-rivoluziona-la-retrieval-augmented-generation/Continuous Latent Reasoning: 16x-128x Semantic Compression and End-to-End Optimization for Next-Generation RAG SystemsFri, 09 Jan 2026 00:00:00 GMTappleragclarahttps://blog.michelelaurelli.it/en/ai-e-digital-forensics/https://blog.michelelaurelli.it/en/ai-e-digital-forensics/Digital forensics increasingly integrates artificial intelligence to automate the analysis of large volumes of data, enhancing the speed and effectiveness of investigations on texts, audio, images, videos, malware, and IoT devices.Tue, 30 Dec 2025 00:00:00 GMTforensichttps://blog.michelelaurelli.it/en/merry-ai-christmas/https://blog.michelelaurelli.it/en/merry-ai-christmas/2025, the year that redefined artificial intelligence.Mon, 22 Dec 2025 00:00:00 GMT2025Christmashttps://blog.michelelaurelli.it/en/del-perch-non-pi-possibile-comprare-un-gestionale-aziendale/https://blog.michelelaurelli.it/en/del-perch-non-pi-possibile-comprare-un-gestionale-aziendale/Today, the pre-built management system is no longer just an operational limit, but a cognitive constraint that prevents the company from understanding, governing, and evolving its real complexity.Fri, 12 Dec 2025 00:00:00 GMTbusiness managementERPmanagement softwaredigital transformationsoftware architectureinformation systemsorganizational complexitydecision makingbusiness strategybusiness digitizationfuture of business softwarehttps://blog.michelelaurelli.it/en/frozen-in-time/https://blog.michelelaurelli.it/en/frozen-in-time/What if a superintelligent coding AI had emerged in 2012 and declared jQuery and PHP “good enough” for all time? In this alternate history, the web never evolves. No React, no component paradigms, no open-source renaissance: only a perfect stagnation masked by machine efficiency. This essay explores how AI, when trained only to imitate the past, can freeze the future. And it asks a chilling question: what if that future isn’t fiction, but our present unfolding in slow motion?Tue, 09 Dec 2025 00:00:00 GMTucroniacodingvibe codehttps://blog.michelelaurelli.it/en/l-inganno-della-fatica-necessaria/https://blog.michelelaurelli.it/en/l-inganno-della-fatica-necessaria/Between ideological rejection and blind automation, the real distinction lies in directing technology instead of being replaced: history, method, and awareness in the use of artificial intelligence.Mon, 08 Dec 2025 00:00:00 GMTfatiguehttps://blog.michelelaurelli.it/en/self-attention-perch-l-idea-dei-pappagalli-stocastici-non-regge-pi/https://blog.michelelaurelli.it/en/self-attention-perch-l-idea-dei-pappagalli-stocastici-non-regge-pi/A technical analysis of why the self-attention architecture makes modern LLMs much more than mere "stochastic parrots."Fri, 05 Dec 2025 00:00:00 GMTLLMArchitecturesTransformerSelf-AttentionAI Theoryhttps://blog.michelelaurelli.it/en/se-l-europa-non-sviluppa-l-ai-cosa-c-davvero-dietro-il-monito-di-mario-draghi/https://blog.michelelaurelli.it/en/se-l-europa-non-sviluppa-l-ai-cosa-c-davvero-dietro-il-monito-di-mario-draghi/Draghi's warning about European stagnation concerns not only the number of artificial intelligence models developed but also the very structure of the economy and how we use (or do not use) AI in production processes.Mon, 01 Dec 2025 00:00:00 GMTDraghihttps://blog.michelelaurelli.it/en/ora-di-parlare-dei-modelli-ai-non-linguistici/https://blog.michelelaurelli.it/en/ora-di-parlare-dei-modelli-ai-non-linguistici/Why the real productive revolution does not come from LLMs.Fri, 28 Nov 2025 00:00:00 GMTnon-linguistichttps://blog.michelelaurelli.it/en/infrastrutture-software-assenti-ma-necessarie-per-l-ai-su-apple-silicon-il-linguaggio-triton/https://blog.michelelaurelli.it/en/infrastrutture-software-assenti-ma-necessarie-per-l-ai-su-apple-silicon-il-linguaggio-triton/Apple computers are now widely used in software and AI development, but they lack certain tools that would help standardize work and facilitate migration to platforms better suited for training.Wed, 26 Nov 2025 00:00:00 GMTapplemlxtritonhttps://blog.michelelaurelli.it/en/the-unspoken-challenges-of-llms-in-production/https://blog.michelelaurelli.it/en/the-unspoken-challenges-of-llms-in-production/Why reliability, not capability, becomes the ultimate bottleneck when AI meets the real world.Tue, 25 Nov 2025 00:00:00 GMTLLMStabilityhttps://blog.michelelaurelli.it/en/building-private-ai-systems/https://blog.michelelaurelli.it/en/building-private-ai-systems/Exploring the critical importance of private AI infrastructure for organizations requiring absolute control, performance, and intellectual property ownership.Fri, 21 Nov 2025 00:00:00 GMTPrivate AIEnterpriseTechnologyhttps://blog.michelelaurelli.it/en/autonomous-ai-agents-maestro-architecture/https://blog.michelelaurelli.it/en/autonomous-ai-agents-maestro-architecture/How orchestrated AI agents are transforming complex problem-solving through coordinated autonomy and specialized capabilities.Tue, 18 Nov 2025 00:00:00 GMTAI AgentsMaestroAI ArchitectureInnovationhttps://blog.michelelaurelli.it/en/training-ai-without-data/https://blog.michelelaurelli.it/en/training-ai-without-data/Most organizations don't have labeled datasets. They have processes, constraints, and domain expertise. Here's how to build AI systems that learn from structure, not just examples.Mon, 10 Nov 2025 00:00:00 GMTMachine LearningTrainingSelf-Supervised Learninghttps://blog.michelelaurelli.it/en/what-makes-intelligence-intelligent/https://blog.michelelaurelli.it/en/what-makes-intelligence-intelligent/Beyond pattern matching and statistical correlation—exploring what distinguishes true intelligence from sophisticated computation, and why the question matters for how we build AI.Sat, 08 Nov 2025 00:00:00 GMTAI PhilosophyIntelligencePhilosophyhttps://blog.michelelaurelli.it/en/teaching-ai-not-using-it/https://blog.michelelaurelli.it/en/teaching-ai-not-using-it/Why my students implement backpropagation by hand, build neural networks from NumPy, and learn to architect systems instead of calling APIs.Wed, 05 Nov 2025 00:00:00 GMTEducationTeachingEngineeringhttps://blog.michelelaurelli.it/en/edge-ai-industrial-automation/https://blog.michelelaurelli.it/en/edge-ai-industrial-automation/Why industrial automation demands AI that runs on-premise, operates without internet connectivity, and makes millisecond decisions in environments where downtime costs millions.Sun, 02 Nov 2025 00:00:00 GMTApplied AIIndustrial AutomationEdge AIManufacturinghttps://blog.michelelaurelli.it/en/model-collapse-forgetting/https://blog.michelelaurelli.it/en/model-collapse-forgetting/When AI systems trained on AI-generated content degrade over time, losing diversity and capability. Understanding the mechanics of model collapse and architectural solutions that preserve knowledge.Thu, 30 Oct 2025 00:00:00 GMTAI ArchitectureMachine LearningResearchhttps://blog.michelelaurelli.it/en/rag-systems-beyond-vector-search/https://blog.michelelaurelli.it/en/rag-systems-beyond-vector-search/Building Retrieval-Augmented Generation systems that actually understand your organization's knowledge, not just find semantically similar text snippets.Tue, 28 Oct 2025 00:00:00 GMTPrivate AIRAGEnterprise AIApplied AIhttps://blog.michelelaurelli.it/en/ai-creativity-constraints/https://blog.michelelaurelli.it/en/ai-creativity-constraints/Creativity doesn't emerge from unlimited freedom—it emerges from intelligent navigation of constraints. What this means for building AI systems that generate novel solutions.Sat, 25 Oct 2025 00:00:00 GMTAI PhilosophyCreativityPhilosophyhttps://blog.michelelaurelli.it/en/optimization-landscapes-neural-networks/https://blog.michelelaurelli.it/en/optimization-landscapes-neural-networks/The loss landscape of deep networks is high-dimensional, non-convex, and full of local minima. Yet gradient descent finds good solutions anyway. Understanding why reveals fundamental insights about deep learning.Wed, 22 Oct 2025 00:00:00 GMTAI ArchitectureDeep LearningOptimizationMachine Learning