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Architecture, operating models, the human side.

Notes from the work of AI-native transformation.

AI Isn't Destroying Jobs. AI Spending Is.
AI Operating Model

AI Isn't Destroying Jobs. AI Spending Is.

73,000 tech jobs were cut in Q1 2026 for AI that doesn't work. 55% of employers already regret it. The problem isn't AI. It's the spending.

Daniel Piatkowski Daniel Piatkowski · ·9 min read
Why Your AI Agents Keep Failing in Production
Agentic AI

Why Your AI Agents Keep Failing in Production

40% of agentic AI deployments will be cancelled by 2027. The problem is not the agents. It is the architecture they are deployed into.

Daniel Piatkowski Daniel Piatkowski · ·8 min read
Your People Don't Need AI Training — They Need AI Roles
AI Operating Model

Your People Don't Need AI Training — They Need AI Roles

77% of employees fear AI will take their jobs. 68% want their employer to adopt more AI. The gap isn't training — it's that nobody has told them what their new role actually is.

Daniel Piatkowski Daniel Piatkowski · ·8 min read
The Biggest AI Bottleneck Isn't Technology — It's People
AI Operating Model

The Biggest AI Bottleneck Isn't Technology — It's People

Employees are 3x more likely to use GenAI than their leaders expect. The tools have diffused faster than the operating model has adapted. Here's why people — not technology — are the biggest AI bottleneck.

Daniel Piatkowski Daniel Piatkowski · ·6 min read
Your BI Tool Is Already Being Bypassed -- Quietly
Platforms

Your BI Tool Is Already Being Bypassed -- Quietly

Dashboards aren't dying. They're being walked around. Users increasingly ask questions in chat surfaces that generate queries automatically -- and BI teams need to shift from building dashboards to governing semantics.

Daniel Piatkowski Daniel Piatkowski · ·7 min read
Why the Next Platform War Is About Agents
Platforms

Why the Next Platform War Is About Agents

The next platform war will not be fought over models or data. It will be fought over who owns the agent runtime -- orchestration, tool integration, identity, and observability.

Daniel Piatkowski Daniel Piatkowski · ·7 min read
The Emerging AI Stack
Platforms

The Emerging AI Stack

The AI stack is converging on one idea: make tool use reliable. Eight distinct layers, each solving a specific production pain.

Daniel Piatkowski Daniel Piatkowski · ·7 min read
Governing the Agentic Enterprise: Why Autonomy Needs a Constitution
Agentic AI

Governing the Agentic Enterprise: Why Autonomy Needs a Constitution

40% of enterprise apps will have AI agents by end of 2026. Most organisations have no governance model for them. Here's the Agentic Constitution framework — five components every organisation needs before deploying autonomous AI.

Daniel Piatkowski Daniel Piatkowski · ·7 min read
The Hyperproductivity Trap
Human & AI Transformation

The Hyperproductivity Trap

AI tools were supposed to give us time back. Instead, expectations rose, work expanded, and employees became always-on. The fix is not better tools -- it is human system design.

Daniel Piatkowski Daniel Piatkowski · ·8 min read
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