Welcome to Vision stack

In the Loop

How people, tools, and systems actually work together.

Beyond the Model

Practical AI insights beyond theory, hype, and isolated models.

The Perimeter

Security, governance, and control in real-world systems and environments

About Us

About

This is a space for people who value thinking over repetition. The focus is on understanding problems properly, drawing connections across disciplines, and distilling experience into patterns that outlast trends. The goal isn’t to chase whatever’s loud this week or blindly follow prescribed steps, but to reason carefully and share insights grounded in judgment and long-earned perspective.

What you’ll find here:
  • Security stories from systems that didn’t behave as expected.
  • AI experiments that escaped the lab and met real constraints.
  • Collaboration lessons learned where people, tools, and reality collide.
  • Plan

    Build with intention

  • Dudes

    Behind the chaos

  • +

    Ideas in the pipeline

  • %

    Corporate Nonesense

Our Best Stories

What We’re Exploring Right Now

Brain Noise of the Moment

From the Blog

Latest Posts & Articles

Purview DLP Incident Management (IM) – From Alert to Outcome #06
30 APR
FRAMEWORK

Purview DLP Incident Management (IM) – From Alert to Outcome #06

Series · Part 6 of 13

Phase 3 – Investigation The DLP Triage Framework. Overview A DLP alert arrives. The analyst opens it. Now…

Purview DLP Incident Management (IM) – From Alert to Outcome #05
23 APR
FRAMEWORK

Purview DLP Incident Management (IM) – From Alert to Outcome #05

Series · Part 5 of 13

Phase 2 – Building the DLP Operating Model Communication and Escalation Patterns. Overview A well-defined operating model with…

Purview DLP Incident Management (IM) – From Alert to Outcome #04
15 APR
FRAMEWORK

Purview DLP Incident Management (IM) – From Alert to Outcome #04

Series · Part 4 of 13

Phase 2 – Building the DLP Operating Model RBAC for Purview DLP Incident Management. Overview The DLP Response…

Purview DLP Incident Management (IM) – From Alert to Outcome #03
10 APR
FRAMEWORK

Purview DLP Incident Management (IM) – From Alert to Outcome #03

Series · Part 3 of 13

Phase 1 – Where DLP Programs Quietly Break Down The DLP SOC Operating Model. Overview DLP incidents don’t…

Purview DLP Incident Management (IM) – From Alert to Outcome #02
07 APR
FRAMEWORK

Purview DLP Incident Management (IM) – From Alert to Outcome #02

Series · Part 2 of 13

Phase 1 – Where DLP Programs Quietly Break Down Alerts Are Not Incidents. Overview If every DLP alert…

Purview DLP Incident Management (IM) – From Alert to Outcome #01
01 APR
FRAMEWORK

Purview DLP Incident Management (IM) – From Alert to Outcome #01

Series · Part 1 of 13

Phase 1 – Where DLP Programs Quietly Break Down DLP Is Deployed. Incident Management Is Not. Overview Most…

Purview Content Explorer: When “Last Modified” Can Trick You
18 MAR
OBSERVABILITY

Purview Content Explorer: When “Last Modified” Can Trick You

Observability

If you’ve ever built a “sensitive files modified in the last X days” report from Purview Content Explorer…

Prompt Hygiene for Enterprise AI – Part #2
12 MAR
PATTERN

Prompt Hygiene for Enterprise AI – Part #2

Pattern

The control stack (and how to prove it worked) If you want “AI governance,” you need two things:…

Prompt Hygiene for Enterprise AI – Part #1
27 FEB
FRAMEWORK

Prompt Hygiene for Enterprise AI – Part #1

Framework

The problem isn’t the model. It’s the input pipe. “Prompt hygiene” sounds like a made-up term someone invented…

Welcome to Vision stack

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