Github Actions · Standard Reader

subaudOct 15, 2026

Running muda on a Pipeline It Had Never Seen

The previous post covered the side project where muda's standard came from. The first pipeline muda ran on after that was an internal platform at work: an AWS CDK app with five Docker images, three ECS services, an AWS Batch compute environment and a small website. A dev deploy took 49 minutes. Like the side project, it had been built one feature at a time with Claude writing most of the code, and none of muda's rules had been written with it in mind. By the end, a dev deploy took about 14 min

CI/CDGitHub Actions

subaudOct 15, 2026

Finding the Waste in AI-Built Deploy Pipelines

In September a dev deploy of one of my side projects took 29 minutes, and a deploy of a commit that changed nothing updated all 11 of its CloudFormation stacks and rebuilt both of its Docker images. The pipeline had been built the way I build most things now, one feature at a time with Claude writing most of the code, and each piece of it had been correct when it was added. I started muda to find out where those minutes went. It began as an audit script and a written standard inside that proje

CI/CDGitHub Actions

johnnyreilly.comOct 7, 2026

Cross Operating System Test Probes with GitHub Actions

How to build an on-demand GitHub Actions workflow that runs a subset of tests on Ubuntu, Mac and Windows, so AI coding agents can debug OS-specific failures without a human relaying CI output.

github actionsautomated testing

permablogAug 13, 2026

How I got a rare GitHub t-shirt

and why they're getting harder to find

securitycybersecurity

subaudJul 31, 2026

Authoring an llms.txt for AI Agents

The first consumer of my runner-set library — a CDK construct that runs GitHub Actions jobs on Lambda MicroVMs — was another of my own repos, and the migration was done by an AI agent. The Claude session that moved its nine CI jobs onto the runners filed a field report, and reading it back, every failure it hit traced to something the documentation didn't say, not something it said wrong. The docs never said whether a job can run Docker. The agent probed, hit a sudo failure (no_new_privs is se

documentationAgents

subaudJul 6, 2026

A CDK Lambda Bundle-Size Gate for CI

A deploy in one of my CDK projects passed every gate I have — CI, cdk synth, code review — and merged. The CloudFormation stack deployment to AWS failed with: InvalidRequest: Unzipped size must be smaller than 262144000 bytes 262,144,000 bytes is 250 MiB, AWS's hard limit on the unzipped deployment package of a zip-packaged Lambda. A few transitive dependencies had crept in and pushed one function's bundle over the edge. It failed in an uncomfortable place. cdk synth builds the CloudForma

AWSCDK

GrokkistJun 11, 2026

Publishing the Blog to the ATProto Ecosystem with site.standard.document

How I integrated my Astro static blog with the Standard.site lexicon to publish records to ATProto with Bluesky replies as comments and Bluesky post auto-discovery

1

AstroATProto

myles braithwaiteJun 8, 2026

Neocities Deploy from GitHub Actions

NeocitiesGitHub Actions

subaudApr 15, 2026

Moving the Reviewer to GitHub

Things move fast. I recently wrote about using the adversarial models with my feature-workflow plugin a few weeks ago — ripping out the internal self-review skill and replacing it with external reviewers. Different model, read-only, posting structured critiques on the PR. The core insight was that a different model catches things the implementing model doesn't, because it isn't agreeable to its own work. That part was right and hasn't changed. But the process was cumbersome and time consuming.

Claude Codeplugins

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

TerraformInfrastructure as Code

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

TerraformInfrastructure as Code

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

TerraformInfrastructure as Code

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

TerraformInfrastructure as Code

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

TerraformInfrastructure as Code

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

TerraformInfrastructure as Code

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

TerraformInfrastructure as Code

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

TerraformInfrastructure as Code

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

1

TerraformInfrastructure as Code

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

TerraformInfrastructure as Code

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

TerraformInfrastructure as Code

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

TerraformInfrastructure as Code

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

TerraformInfrastructure as Code

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

TerraformInfrastructure as Code

LocalStack BlogJan 8, 2026

Automate Terraform testing with LocalStack & GitHub Actions

Learn how to automate Terraform testing in GitHub Actions with LocalStack to validate modules without cloud costs or credentials. This tutorial shows how to set up CI workflows, run Terraform tests, and get fast feedback loops.

TerraformInfrastructure as Code