# Insights on Software Architecture and Technical Risk

> Essays on software architecture, technical due diligence, AI-accelerated engineering, critical systems and high-stakes technical decisions.

Canonical: https://schalginski.de/insights.html

## Technical thinking as public evidence of judgement.

Architecture, technical due diligence, AI-accelerated engineering and the difference between software that works and software that can be trusted.

## [A Working MVP Is Not the Same as a Technology Asset](https://schalginski.de/insight-mvp.html)

A product can demonstrate demand while still hiding architectural uncertainty, operational fragility and assumptions that have never been tested at scale.

## [AI Has Changed What Investors Should Ask About Software](https://schalginski.de/insight-ai-investors.html)

Why sophisticated product surface is weaker evidence of technical maturity than it used to be.

## [More Code Is No Longer the Scarce Resource](https://schalginski.de/insight-code-scarcity.html)

The bottleneck is shifting from implementation capacity to judgement, control and coherent models.

## [What Founders Should Verify Before Scaling an AI-Built Product](https://schalginski.de/insight-ai-built-product.html)

Questions that become material when velocity begins creating structural responsibility.

## [Why Passing Tests Does Not Prove Financial Correctness](https://schalginski.de/insight-financial-correctness.html)

Tests can validate paths without proving system-level invariants under failure and concurrency.

## [Technical Debt vs. Material Business Risk](https://schalginski.de/insight-technical-debt-risk.html)

A useful distinction between ordinary imperfection and liabilities that constrain business decisions.

## [The Architectural Decisions That Become Expensive Only After You Succeed](https://schalginski.de/insight-expensive-after-success.html)

Why some early choices remain invisible until volume, teams and dependencies compound.

## [Why Independent Technical Judgement Matters Before an Irreversible Decision](https://schalginski.de/insight-independent-judgement.html)

The value of separating evidence from delivery incentives when the stakes are high.