Articles
Operator notes.
Problem-first writing on AI, automation, and the process underneath. Each piece names a real bottleneck, exposes the broken layer nobody owns, and shows what the working system actually looks like.
AI agent identity is the access contract your org never wrote
AI agent identity became the year's hottest funding category in 48 hours. But identity software only enforces an access contract you still have to author. The operator read.
7 min read → Enterprise AIWhy every major AI vendor is building a forward-deployed engineering arm
Forward-deployed engineering is the AI industry admitting the model was never the bottleneck. AWS, Microsoft, OpenAI and Databricks now sell engineers, not just models.
8 min read → Enterprise AIAI agent reliability is a systems problem, not a model problem
AI agent reliability isn't about a flakier model. Ookla's 2026 report shows the real shift: an agent is a dependency chain across systems you don't monitor end to end.
7 min read → Conversational commerceMeta Business Agent can close a sale in a chat. Whether it should is a data problem.
Meta Business Agent now books appointments and closes sales on WhatsApp. The agent isn't the hard part — whether your inventory and calendar data can back the promise it makes is.
7 min read → Enterprise AIAI agent costs just went metered. The problem is nobody owns the meter.
AI agent costs flipped from flat per-seat licenses to metered per-token bills in 2026. The real failure isn't the price — it's that no one in the org owns the meter.
8 min read → ConstructionAI contract review for construction is the cheap part — the obligations are the problem
AI contract review for construction can redline a deal in 24 hours. But construction disputes come from obligations no one tracks after signing, not from bad clauses.
6 min read →