AI
Local AI Inference: A Decision Framework for 2026
Cloud inference is cheap at small volume and expensive at scale. The crossover, priced both ways, sits near 20,000 requests a day.
Field analysis · Security & AI
Security and AI, from the operator’s side of the table.
I’m Alexander Chamandy. I founded Envescent in 1999. I write about what actually reduces risk, what AI changes, and the decisions that separate resilient organizations from lucky ones.
Latest analysis
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Cybersecurity
The First 72 Hours After a Breach
The first three days decide the bill and the recovery. Most of the damage I see in small-company incidents is self-inflicted: wiped machines, missing logs, late notice.
Cybersecurity
What a Cybersecurity Assessment Actually Delivers
A one-day questionnaire and a four-week test are both sold as assessments. The difference is whether anyone looked at the systems, and whether the report names an owner and a date.
Topics
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Topic 01
Cybersecurity
Threats, incident response, and the controls that hold up when the budget is real.
About
I founded Envescent in 1999.
We run cybersecurity assessments, incident response, AI security, cloud and IT consulting for organizations that need someone accountable for the answer. Before that, and alongside it, I have been taking systems apart to see how they fail.