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

Attribution in Agentic Systems: When the user isn’t the actor anymore – Part #2
20 FEB
PATTERN

Attribution in Agentic Systems: When the user isn’t the actor anymore – Part #2

Series · Part 2 of 2

The pattern: User + agent + intent binding (so investigations stop being archaeology ) Part 1 ended with…

Content as a Service: The Missing Layer in Modern Application Architecture
16 FEB
FRAMEWORK

Content as a Service: The Missing Layer in Modern Application Architecture

Framework

Documents, images, contracts, customer uploads, generated artifacts - content quickly becomes central to business workflows. Yet in many…

Attribution in Agentic Systems: When the user isn’t the actor anymore – Part #1
12 FEB
PATTERN

Attribution in Agentic Systems: When the user isn’t the actor anymore – Part #1

Series · Part 1 of 2

Identity vs agency (and why your audit log suddenly feels… philosophical) At some point, every organization running agents…

Purview Sensitivity Labels: The Two-Track Pattern
04 FEB
PATTERN

Purview Sensitivity Labels: The Two-Track Pattern

Pattern

Stop asking one label taxonomy to do two unrelated jobs There’s a particular brand of optimism in “We’ll…

Wiring Up Structured Logging in .NET
08 JAN
OBSERVABILITY

Wiring Up Structured Logging in .NET

Observability

Logging is one of those things every application needs, yet most teams treat it like an afterthought. They…

Why Most .NET Logs Are Useless — And How to Fix Them With Application Insights
05 JAN
OBSERVABILITY

Why Most .NET Logs Are Useless — And How to Fix Them With Application Insights

Observability

If you’ve ever opened Application Insights during a production incident and felt that sinking feeling — the one…

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