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MLOps and DevOps: Why Data Makes It Different

O'Reilly

This is both frustrating for companies that would prefer making ML an ordinary, fuss-free value-generating function like software engineering, as well as exciting for vendors who see the opportunity to create buzz around a new category of enterprise software. All ML projects are software projects.

DevOps 138
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From Domains to Value Streams

Strategic Tech

The 2010s were a turning-point in the history of software engineering. or “How do software architecture, domains, Conway’s Law, Team Topologies, and value streams all fit together?”. In this article I’ve been referring to what Emily Peterson refers to as Development Value Streams.

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Forming an Architecture Modernization Enabling Team (AMET)

Strategic Tech

This article was co-authored with Eduardo da Silva (also published on his blog ). Architecture modernization initiatives are strategic efforts involving many teams, usually for many months or years. As mentioned in our previous article, we recommend a name that reflects the team’s purpose and area of responsibility.

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Organise your engineering teams around the work by reteaming

Abhishek Tiwari

Don't be trapped by dogma A lot has been said and written about why something worked for Spotify may not apply to your organisation, and the purpose of this article is not to go in those discussions but to highlight practical issues with these models. Is it possible to draw inspiration from outside of software engineering?

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The ‘Chocolate Sauce’ Design Heuristic

Strategic Tech

A trip to the supermarket can teach you a lot about designing software systems and shaping teams to build them… I was recently in need of some chocolate sauce. The Chocolate Sauce Heuristic for Software Design There are a few lessons about software development we can learn from this story, but I want to focus on design.

Design 40
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Uncovering Hidden Business Rules with DDD Aggregates

Strategic Tech

In software, reacting to unforeseen circumstances in real-time is not possible. The gap between defining business requirements and translating them into software needs to be minimised in order to prevent this category of problems. In the software system, we need to decide the business transaction boundaries aka DDD Aggregates.