The science behind consolidating Answer Bot production Models: Part 2

In the previous post (Part 1), we introduced the issue of consolidating the six production models that are used to provide multilingual support for Answer Bot at Zendesk into a single model. Consolidating these models both simplifies our deployment process for new models, while providing a potentially more scalable solution…

Running a team colocation — The TL;DR

NO to over-planning, YES to #COLOYOLO Don’t over-plan and take it easy! Make it a working week, don’t try to overload it with meetings. Just remember…

Zendesk ML Model Building Pipeline on AWS Batch: Monitoring and Load Testing

The series started with Wai Chee Yau’s exploration of AWS Batch and why we ended up choosing it…

Maintaining Binary Compatibility in Scala

Datadog App Analytics/Logs from One to N

10 tips for growing a globally distributed engineering team

Documentation: it’s more than words

Software development is as much about communication as it is about functionality. At its core, code reflects business processes and business logic. Software never exists solely in a vacuum, it is surrounded by both context and people. Tracking the history of a business and its software becomes an increasingly important…

The Dawn of Zendesk’s Machine Learning Model Building Platform with AWS Batch

This article focuses on the new model…

Xcode 10’s build system and Code Generation (R.swift)

R.swift is an open source library which makes it both easier and type-safe to use resources such as images, fonts, and segues. It’s a really cool library, and we have used it successfully at Zendesk for quite a while now. However… The Problem When building a project which uses R.swift with Xcode 10, the build will fail with the following error: error: Build input file cannot be found: /LOCATION/R.generated.swift Why This Happens R.swift is integrated into projects using an Xcode build script phase. This phase generates a Swift file, R.generated.swift, which is compiled when the project is built. The build fails because Xcode 10, with its new parallelizing build system, is trying to locate the R.generated.swift file before it has been created. The Solution Xcode 10 allows us to specify an output file for a build script phase. We can add our R.generated.swift file as an output file as follows: Adding our R.generated.swift file as an output file in our Xcode build script phase This results in a successful build. Awesome! 🎉 Additional When we encountered this initially, we opened a bug with R.swift. However, as shown above, the issue is due to changes in Xcode’s build system. That’s it! 📱🚀👍🏽 Also available on petethedeveloper.com

Rotational Security Interns

The internship will…

Going Where our Team has not Gone Before

How to plan out where you’re going when you don’t know how you’re going to get there. Organising a data science team’s research direction is a challenge in itself and there’s no algorithm with which to optimise it. This quarter our team is trying something new. Generally when our data…

Xcode Quick Tip – Testing your layout for localization

Recently we encountered buggy UI component positioning when the device language was changed from the default language (English). This is shown below with Dutch. UI component (UISwitch) incorrectly positioned due to ambiguous constraints Due…

React containers, some assembly required

Previously, I’ve written about the container pattern we use in our React components in the Zendesk Garden design system. They render no UI, handle keyboard and mouse interaction, and support RTL layouts. I believe this pattern has a lot of merit but its…

Machine learning is blossoming at Zendesk

Bill and Ted’s Excellent Adventure! A Short History of Machine Learning at Zendesk We have invested heavily in ML over the past four years and we…

Validating Cloud Custodian on AWS with Moto

At Zendesk, we adopted Cloud Custodian as a framework to implement compliance across our AWS accounts. Cloud Custodian has a Domain Specific Language that allows anyone with a penchant for reading documentation to create policies that can report or act on resources in AWS, GCP, or Azure. Deleting or re-configuring…

Collecting Build Metrics from Buddybuild

So after a long hiatus from writing, I’ve decided to try and be a bit more disciplined and write more frequently. This is the first in a series around how we have introduced build time tracking across our CI environments, and how we track it in our development tools. We…

Kafka on Ruby

Foldable Go

The history of infrastructure at Zendesk (Part 1) — constant tradeoffs

Recipes for running a successful technical book club at work

This blog post is our learnings from running technical book clubs at Zendesk for the past 2 years. In that time we have run four book clubs: Two books on functional programming languages: Clojure and Scala Reliability is very important to us so we studied the bible on Software Reliability…

Code Coverage and Xcode

Key to unit testing is code coverage…

Blameless Culture

Having better One-on-Ones

1:1s are often my…

Sorbet: Type annotations for Ruby

Racecar v2: A New Foundation

It’s been three years since we introduced Racecar, a simple framework for building Kafka consumer applications that worked seamlessly with or without Ruby on Rails. With Racecar, building a consumer application for processing…