Organizational compression: AI as a new operating leverage for the enterprise
Organizational compression shows why AI becomes operating leverage for more agile enterprises that decide and execute with less friction.
Articles
Practical insights on enterprise AI and digital architecture.
Analysis, essays and hands-on perspectives — from strategic design to agentic workflows.
Hermes Agent optimization is a systems architecture discipline
Hermes Agent becomes expensive or unreliable when context, tools, skills, memory, subagents and scheduled jobs are left unmanaged. The right optimization model is architectural: route work, limit context, govern background automation and reserve expensive reasoning for the tasks that need it.
Chinese open models are forcing a new economic logic for enterprise AI
The real disruption from Chinese AI models is not just capability. It is the combination of lower cost, greater deployability and stronger provider optionality that can reshape enterprise AI architecture.
Open Knowledge Format: why a folder can beat the vector database
Open Knowledge Format reframes AI-agent memory around a simpler question: in many cases, a linked folder of Markdown knowledge may outperform repeated RAG reconstruction, provided governance, freshness, and semantic discipline are handled well.
Speculative decoding: why MTP and external draft are not the same thing
Two ways to speed up inference without losing quality: MTP integrates the speculative path into the model, while external draft builds it between two models. The difference changes adoption, debugging, and reliability.
OpenRouter Fusion: a good idea for deep research, not yet a general proof
Fusion shows how much orchestration can raise the level of deep research, but DRACO results alone are not yet enough to claim broad superiority.
The AI risk map, read by category
A structured map of AI failure modes grouped into nine risk families, so teams can see the full surface of what can go wrong before they ship.
AI sovereignty is no longer a theoretical issue
The Anthropic decision affecting Fable5 and Mythos5 is a concrete reminder that control, continuity and provider dependence are now strategic AI questions.
Agentic AI in enterprise architecture
A pragmatic view on why agentic AI requires a stronger enterprise architecture than prompt-based copilots or isolated generative AI pilots.
From demo to production AI
What really changes when an impressive AI demo has to become a production-grade capability in complex, regulated or cost-sensitive environments.
AI and Software as a Medical Device
Design considerations for AI-enabled digital health and SaMD solutions where safety, traceability, validation and evidence must be part of the architecture from the start.