Get new articles delivered to your inbox.
These are notes from my journey learning and implementing the concepts in AI, automation, and software architecture.
AI software work needs more than memory — it needs a contract. This article explains why I created workspace-memory, a system designed to keep human intent, agent context, and code evidence aligned. Building a contract layer for AI-assisted software work where human intent stays durable, validated, and usable by agents.
How IT leaders can govern agentic AI under the EU AI Act with traceability, human oversight, revocation controls, and audit-ready architecture. A practical governance lens for IT leaders deploying autonomous AI systems in regulated environments. The article connects agent identity, auditability, oversight, and compliance readiness.
AI agents are changing how SMEs win by compressing hours of repetitive work into minutes. Leaders who redesign process early gain pricing power and faster customer response loops. This article breaks down where manual friction destroys profit and how to fix it with bridge automations and agent-based execution. Practical, operator-focused, and built for SMEs.
AI and the Junior Talent Pipeline: What Leaders Must Fix AI is removing many routine tasks that once trained early-career professionals. This creates a structural risk for companies that need future senior talent but under invest in entry-level pathways. Recent labor evidence links higher observed AI exposure to weaker long-term job growth in several knowledge roles. The strategic challenge is balancing efficiency gains with sustainable talent formation. #ArtificialIntelligence #FutureOfWork #DigitalTransformation #EntryLevelHiring #TalentDevelopment #EmploymentTrends
Explore the 2026 debate on RAG vs. Long Context models and their complementary roles in knowledge access.
Explore the significance of prompt caching in optimizing LLM systems for speed and cost efficiency.