Notes on private LLM hosting, cloud operations, cost models, and what happens when AI moves from experimentation into real work.
In twelve months, AI agent sustained autonomy went from 30 minutes to two weeks. 16 Claude Opus 4.6 agents built a C compiler — 100,000 lines of Rust — autonomously. That's not a trend line. It's a phase change.
Read article →As AI moves from experimentation into everyday work, costs stop behaving like per-seat software. When friction is removed, usage accelerates because more work gets done.
Read article →Most SMEs don't need "more DevOps". They need operational clarity. The failure mode is predictable: capable engineers, plenty of AWS functionality, and undocumented complexity.
Read article →For mid-sized organizations that have invested in private LLM infrastructure, the interface layer represents a critical strategic decision point.
Read article →Building a DevSecOps pipeline that treats security as continuous, not a checkbox. Automated compliance checks and drift detection for AI workloads.
Read article →A technical deep-dive into deploying private LLMs on AWS. Architecture considerations, security boundaries, and operational patterns.
Read article →Organizations want to leverage AI capabilities but struggle with the data governance implications. How to use AI without compromising on security.
Read article →Why AI language models can experience "hallucinations" — generating responses disconnected from facts. Understanding failure modes helps you use these tools effectively.
Read article →Cloud computing as a catalyst for change, empowering organisations to reimagine IT strategies and unlock new levels of agility.
Read article →As cloud environments become more complex, managing access across multiple AWS accounts becomes critical. Understanding role trust relationships.
Read article →A hub-and-spoke model streamlines DNS management across multiple AWS accounts while maintaining tight control and governance.
Read article →AWS DMS provides a path from EC2-hosted databases to managed Aurora for enhanced performance, scalability, and cost-efficiency.
Read article →Adding IPv6 support to an existing AWS VPC without risking production issues—leveraging dual-stack mode for a gradual transition.
Read article →These articles reflect real problems I work on. If any resonate, let's talk.
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