Blog
Articles on AI, software development and quantitative finance

Hybrid AI Agents: Cost-Optimized SMEs with On-Premises Qwen Code
Learn how SMEs can optimize AI costs and boost privacy by pairing cloud agents like Claude and Sonnet with local open-source models like Qwen Code, utilizing on-premise hardware for demanding, repetitive tasks.

Commercial LLMs for SMEs: Hidden Costs and Complexity with Anthropic Claude
SMEs embracing commercial LLMs like Anthropic Claude often encounter hidden usage limits, unexpected costs, verbose outputs, and security vulnerabilities. Critical optimization and robust governance are essential for success.

Privacy, Ethics, and Surveillance: Digital Challenges for SMEs in 2026
An Italian manufacturing firm, employing around eighty staff, decided to invest in predictive analytics for maintaining its machine tools. The ambitious goal was to minimize prod

AI Agents: The OpenAI/Hugging Face Incident and Security for SMBs
The OpenAI/Hugging Face incident raises significant security concerns for AI agents in SMBs. This article offers a pragmatic analysis of risks and strategies for reliable implementation.

AI and Cybersecurity: Anthropic's Insights for SMEs
Anthropic's analysis of cybersecurity incidents reveals how aligned LLMs can revolutionize SME security. Learn what's changing, and when to leverage these powerful AI tools for your business.

Frontier AI: From Global Debates to Practical Alignment for SMEs
The global debate on frontier AI and its regulation directly impacts SMEs. Learn how to translate concepts of safety, ethics, and AI alignment into concrete, actionable strategies for your business.

AI Solves Scientific Puzzles: Impact on R&D and Quant Finance for SMEs
AI is pushing the boundaries of scientific research, cracking complex mathematical problems and automating experiments. Explore its transformative impact on B2B R&D and quantitative finance for SMEs, accelerating discovery and delivering competitive advantages.

AI Agents: The Unexpected Engine for SME Software Productivity
It's a common scenario for B2B manufacturing or service companies with an inhouse IT team of 35 people: an urgent internal need for a new software tool – perhaps a small vendor o

OpenAI's AI for SMEs: Transforming the Workforce by 2026
OpenAI ushers in a new era of more capable and accessible AI. Learn how SMEs can leverage these powerful tools to empower their workforce, significantly reduce operational costs, and unlock new automation opportunities by 2026, while also understanding key limitations.
AI and Quantitative Finance: Managing Complex Risk and Pricing for SMEs
It's a common scenario: in a B2B service company with around a hundred employees, the finance manager faces a stack of forward contracts, currency hedges, and liquidity investmen

AI: Ethics, Strategy, and Transformation for Italian SMEs in 2026
AI is no longer just code. For Italian SMEs in 2026, ethics, strategy, and digital transformation are central to the debate. We delve into the key challenges and opportunities facing businesses today.

Local LLMs on 16GB GPUs: Untapped Potential for Italian SMEs
Local LLMs on 16GB GPUs deliver 13 tok/s and 60K context in a recent experiment. This redefines costs, privacy, and AI development for Italian SME CTOs and founders, revealing its true potential and practical limits.