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AI Strategy

AI agents, LLM architecture, prompt engineering, and governance for enterprise AI systems.

18 articles in this topic.

2026-06-06 TOPIC

cloud-architecturereliabilityengineering-culture

Chapter 2: Systems Fail According to Incentives

Shows why many outages begin in planning cycles, team goals, and ownership splits rather than in infrastructure itself.

2026-06-06 TOPIC

cloud-architecturereliabilitygovernance

Chapter 3: Shared Responsibility Is an Accountability Vacuum

Explains why the cloud shared responsibility model is operationally weak unless teams explicitly model who owns failure above and below the provider boundary.

2026-06-06 TOPIC

cloud-architecturereliabilitygovernance

Chapter 9: Reliability Governance, ADRs, Debt, and Leading Indicators

Turns reliability from an aspiration into a governed system using tiering, ADRs, debt ledgers, review triggers, and leading indicators.

2026-06-06 TOPIC

cloud-architecturereliabilitygovernance

Appendix: Reliability Operating Artifacts and Policy Templates

Drop-in templates for SLO and SLI specifications, error budget policy, tiering criteria, CUJ measurement, ADRs, debt ledger, provider incident playbook, and board scorecard.

2026-06-06 TOPIC

cloud-architecturereliabilitygovernance

Chapter 7b: How You See (and Miss) Reality

Before diving deeper into failure domains, this chapter breaks reader confidence. It deconstructs the illusions that create false confidence: SLA theater, untested recovery, alert fatigue, documentation equals knowledge. Each illusion is a structural vulnerability disguised as safety.

2026-06-01 TOPIC

ai-strategycloud-architecturegovernance

The Risk Is Not the Prompt. It Is the Pattern.

Enterprise AI risk is less about one prompt and more about identity-linked activity accumulating across tools, memory, and access boundaries.

2026-05-25 TOPIC

cloud-architectureaiagents

Azure AI Foundry Agents + Container Apps: Building Scalable A2A Solutions

Agent-to-Agent (A2A) patterns combine Azure AI Foundry agents with Container Apps for asynchronous, scalable multi-agent systems. Here is the reference architecture.

2026-05-17 TOPIC

cloud-architecturesovereigntygovernance

Sovereign Cloud Is a Buzzword. Control Is the Real Question

My take on sovereign cloud: the term hides multiple different enterprise requirements. The wrong packaging creates expensive compliance theater. The right controls create trust.

2026-05-10 TOPIC

cloud-architecturesovereigntygovernance

Sovereign Cloud: The History and Why the Model Breaks

Sovereign clouds seemed like a good idea in the post-Snowden era. Geopolitics, technology economics, and regulatory evolution have made the model unsustainable for many commercial use cases.

2026-05-03 TOPIC

cloud-architecturefinopsai-strategy

Cloud Resource Hoarding: Why Elasticity Breaks Under Capacity Pressure

Resource hoarding in cloud is a rational response to scarcity. The root cause is a multi-layer supply chain problem from power and facilities to wafers, packaging, and deployment.

2026-04-26 TOPIC

cloud-architectureai-strategyfinops

FinOps and SRE Belong Together. I Built the Bridge.

Most FinOps teams are one person spending 20% of their time. They see the cost problems. They cannot fix them. Agentic AI can be the operations team they do not have. Here is what I built and what it means for lean and mature teams alike.

2026-04-19 TOPIC

cloud-architecturefinopsazure

Spring Cleaning Your Cloud: Past the Quick Wins Into the Hard Questions

Quick wins are table stakes. For mature cloud customers, the real question is not where is the waste. It is what are we choosing to spend money on, and is that choice still justified. Here are the hard questions that make people uncomfortable.

2026-04-12 TOPIC

ai-strategycloud-architectureagents

MCP: The Protocol That Might Actually Connect AI Agents to Enterprise Systems

Model Context Protocol is the most important protocol in the AI agent ecosystem right now. What it does, what it does not do, and where enterprise adoption will hit friction.

2026-03-15 TOPIC

ai-strategyagentsarchitecture

Building Multi-Agent Solutions Without Making a Mess

Teams deploying multiple AI agents face coordination, state management, and failure propagation problems. Here is what actually works in production.

2026-03-08 TOPIC

cloud-architecturefinopsai-strategy

Azure AI Foundry: When Capacity Scarcity Pushes Customers into PTU Too Early

When Standard capacity is constrained, enterprises may move to provisioned throughput before demand is proven. That can create stranded cost and reduce cloud elasticity in practice.

2026-03-01 TOPIC

ai-strategygovernanceai

AI Agent Governance: A Starting Point Nobody Gave Me

My LinkedIn automation posted a draft with a broken link before I knew it happened. People commented. The blog had never published it. That is when I realized my agent pipeline had no governance. Here is what I built after that mistake.

2026-02-22 TOPIC

engineering-cultureai-strategyblogging

100 Drafts and Nothing Published. Can AI Solve the Problem That Is Me?

I had 100 blog posts stuck in draft on WordPress and 50 more on the new platform. The problem was never the tools. It was me. So I built an editing team out of AI agents to find out if that changes anything.

2026-02-15 TOPIC

engineering-culturecloud-architectureai-strategy

Welcome to Signal Over Hype

Why I started writing, what I will cover, and what to expect.