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Insights on Scalability & Technology

Scalability and technology consulting advice for SaaS and technology companies — from the AKF Partners team.

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Architecture

Avoiding Common Pitfalls in Agent-Driven Systems

Intro: Building agent-driven systems isn't just about capturing intent or delivering outcomes - it’s about avoiding the hidden traps that sabotage trust,…

Architecture

Building Trust and Transparency into Agent UX

Intro: You can capture intent perfectly. You can build seamless outcome-first flows. But if users don't trust the system to act correctly on their behalf…

Architecture

Enabling TTM With Contributor Model Teams

Enabling TTM With Contributor Model Teams We often speak about the benefits of aligning agile teams with the system’s architecture. As Conway’s Law…

Architecture

Evaluating Technology Risk Using Mathematics

The Relative Risk Equation Technologists are frequently asked: what are the chances that a given software release is going to work?  Do we…

Architecture

Achieving Results, Culture, and the AKF Equation

We can tell a lot about a company within the first hour or so of any discussion. Consider the following statement fragments: “We have a lot of smart…

Architecture

Engineering Metrics

A topic that often results in great debate is “how to measure engineers?” I’m a pretty data driven guy so I’m a fan of metrics as long as they are 1) measured…

Architecture

Avoiding the Policy Black Hole

During due diligence and in-depth engagements, we often hear feedback from client employees that policies either do not exist - or are not followed. All too…

Architecture

The Top Five Most Common Agile PDLC Failures

Agile Software Development is a widely adopted methodology, and for good reason. When implemented properly, Agile can bring tremendous efficiencies, enabling…