The Architecture of a Trustworthy AI Workflow
Trust emerges from evidence, bounded actions, explicit decisions and recoverable execution across the whole workflow.
Software Architecture
Articles tagged with Software Architecture.
Software Architecture
AI Agents Need Boundaries, Not Better Prompts
Reliable agents come from permissions, validation and controlled execution, not increasingly elaborate instructions.
Retrieval-Augmented Generation Is a Data Product
RAG succeeds through owned sources, measurable retrieval and disciplined lifecycle management.
AI Observability Is More Than Token Counts
Useful observability connects requests, evidence, decisions, actions and outcomes without retaining data indiscriminately.
Microsoft Copilot Isn't Magic. It's Architecture
Copilot experiences are shaped by identity, permissions, retrieval and integration architecture long before a prompt reaches the model.
Why Most Enterprise AI Projects Fail (And How to Avoid It)
Enterprise AI projects fail when compelling demos are mistaken for operational systems. The remedy is a narrow outcome, owned data and production evidence.
Delegation Is an Architecture Constraint, Not a Warning to Ignore
Non-delegable formulas can silently produce incomplete results, making data-source choice and query design correctness issues.
Power Automate Needs Idempotency
Retries and duplicate triggers are normal; flows must prevent the same business action from happening twice.
What Production-Ready AI Actually Looks Like
Production readiness is not a model benchmark. It is the ability to operate, explain, recover and improve a complete AI system.
AI Governance Should Be an Engineering System
Governance becomes effective when policies compile into controls that can be tested, observed and evidenced in running systems.
AI governance needs a control plane, not another committee
Policies become useful only when they are translated into enforceable decisions across identity, data, models and runtime behaviour.
The Hidden Architecture Behind Every AI Assistant
The conversational interface is the visible edge of a system spanning identity, retrieval, policy, tools, telemetry and human escalation.