Research & Insights
Technical benchmarks, architecture deep-dives, and sovereignty protocols for the modern enterprise.
The Future of Enterprise AI Isn’t a Chatbot: Why Silent Workflow Agents Are Taking Over
The future of enterprise AI is not a conversational assistant you prompt. It is an invisible agent that monitors your systems, anticipates problems, and takes action before you know something is wrong. According to Gartner’s August 2025 prediction, 40% of enterprise applications will embed task-specific AI agents by end of 2026, up from less than […]
Predictive Maintenance 2.0: Connecting RAG to SCADA Systems for Zero Downtime Manufacturing
Manufacturing’s $1.4 trillion annual downtime problem has a new solution. Retrieval-Augmented Generation (RAG) systems connected to SCADA infrastructure via standardized protocols like MCP are transforming predictive maintenance from statistical forecasting into prescriptive, context-aware decision support. Early adopters report 25 to 50% reductions in unplanned downtime and ROI within months, not years. This represents a fundamental […]
Open-Source LLMs for Legal Tech: A Practical Guide to Self-Hosted Contract Analysis
Self-hosted legal AI is now viable for law firms and legal departments willing to invest in infrastructure. The emergence of legal-specialized models like SaulLM-141B combined with efficient inference frameworks and 128K+ context windows makes on-premise contract analysis a realistic alternative to commercial platforms. However, the decision requires careful evaluation of hardware costs, accuracy requirements, regulatory […]
EU AI Act compliance for on-premise LLM deployments in 2026
The Deep Dive Current Enforcement Milestones and Upcoming Deadlines The EU AI Act entered into force on August 1, 2024, with a staggered implementation schedule designed to give organizations time to adapt. Here is where enforcement currently stands as of early 2026. Prohibited AI practices became enforceable on February 2, 2025. These include bans on […]