Strategic briefings for reliability leaders.

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The Reliability Thesis

When software becomes abundant, confidence becomes the constraint.

When software becomes abundant, confidence becomes the constraint. A point of view on software reliability in the age of autonomous systems, examining verification, authority, system context, and retained evidence.

  • Generation becomes abundant. Verification becomes scarce.
  • Every change is a claim. Evidence determines whether it deserves authority.
  • The unit of reliability is the system, not the file, model, or agent.
10 min read10 pagesSep 2026
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The Reliability Thesis by Kevin Kissi. Zof AI Research, September 2026.

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Kaartaawwan fi deetaa walsimsiisaa
The Reliability Thesis by Kevin Kissi. Zof AI Research, September 2026.
Tarsiimoo & Mul'ata

The Reliability Thesis

When software becomes abundant, confidence becomes the constraint. A point of view on software reliability in the age of autonomous systems, examining verification, authority, system context, and retained evidence.

10 min10 pages
Sep 2026
Toora Interneetii DubbisaaPDF
The Security Debt Crisis cover
Tarsiimoo & Mul'ata

The Security Debt Crisis

AI assisted software development represents the fourth major inflection point in enterprise technology production. Unlike prior shifts (cloud, open source, DevOps), this one introduces a compounding security liability that existing controls cannot contain. Organizations are accumulating Security Debt faster than they can remediate it, creating material exposure under SEC disclosure rules, EU AI Act enforcement, and fiduciary duty standards.

15 min10 pages
Jan 2026
Toora Interneetii DubbisaaPDF
From Alert Fatigue to Engineering Velocity cover
Tarsiimoo & Mul'ata

From Alert Fatigue to Engineering Velocity

A reachability-driven operating model for application security that reduces exploitable exposure by 70-90% while accelerating remediation.

15 min15 pages
Jan 2026
Toora Interneetii DubbisaaPDF
The AI Code Testing Imperative cover
Tarsiimoo & Mul'ata

The AI Code Testing Imperative

An analysis of how AI-generated code is creating a quality crisis and why autonomous testing infrastructure is now essential. Based on industry research showing 41% of code is now AI-generated and a $2.41 trillion annual cost of poor software quality.

10 min9 pages
Jan 2026
Toora Interneetii DubbisaaPDF
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