Your software factory will be unique, because your software is unique. It's an expression of your creativity, your intelligence, and your community. We know of at least 9 different examples within the swamp community alone. It's the way. (Want more like this? swamp-club.com/podcast)
Adam Jacob
@adamhjk.me
CEO of System Initiative, Co-Founder of Chef. Open source. Heavy metal and music. Comics. @adamhjk on Twitter, @adamhjk@hachyderm.io on Masotodon.
It's Monday, so we read the news for you. www.youtube.com/watch?v=U5we... Paul, Keeb and I are joined by the amazing John Willis. We cover Steve Yegge's embrace of bespoke software factories, Pulumi, ConfigHub, ancient manuscripts, using AI for writing, and Cloudflare OS launch.
August 10th, 2026
YouTube video by Swamp Club
youtube.com
OpenAI's recent price reductions bring high quality intelligence at a low price point at higher speed. Pick the right model for the right task. Swamp helps you do this by putting a workflow as the spine of the agent, and then choosing when to use which model. More at swamp-club.com/podcast
We've not done a code review in months, and the industry move right now is toward plan review. In our experience, that doesn't last long - because what you really want is creative connection, and that's best done face to face, not in a doc. (swamp-club.com/podcast for more moments like this!)
Keeping up with the latest news and events in our industry is brutal - it almost feels like it can be a second job. That's why we're launching a new podcast and newsletter, Infrastructure Frontiers: swamp-club.com/podcast
Infrastructure Frontiers Podcast — Swamp Club
AI news for infrastructure engineers. Every Monday, Adam Jacob, Nick Stinemates, Paul Stack and a special guest break down the week on the frontier.
swamp-club.com
Happy Sysadmin Day! Once upon a time, our VP of Engineering decided to take our team of 12 out to drinks to celebrate us. Only he decided he was too busy to celebrate us himself, so he sent his right hand man.
Had a great time talking with @thectoadvisor.com about building deterministic systems with AI. I discover more people who are converging on similar patterns every day. it's not use AI to run the process, it's use AI to build the system that produces the outcome. thectoadvisor.com/deterministi...
Deterministic AI Isn’t the Goal. Deterministic Systems Are. - The CTO Advisor
AI agents are good at producing outcomes. The harder question [...]
thectoadvisor.com
The future is not pumping out slop until our software breaks under its own weight. Instead I think we use AI Agents to define a new SDLC. Larry Wall's virtues of a Perl programmer: laziness, impatience, and hubris compel us to. /cc @bcantrill.bsky.social www.adamhjk.com/blog/lazines...
Laziness, Impatience, and Hubris · Adam Jacob
How Larry Wall's virtues of a Perl programmer inspire me in this era of engineering
adamhjk.com
The most useful and interesting property of software in the Agent era so far is its ability to adapt to your circumstances. Mitchell talked about this in his post about the "building block economy", framed through the lens of what grows fastest.
GitHub's issue and comment flow makes no sense anymore, if you are building the machine that builds the machine. The perspective we care about now is the agents perspective as part of a deterministic process that builds the software we want.
i've watched @adamhjk.me's journey with AI and thought he'd be a good person to talk to about its impact on builders, and i was not disappointed. this was a very fun and interesting chat. redmonk.com/videos/adam-...
"Absolute AI Maximalist" Adam Jacob on Building Software That Builds Software
Stephen O’Grady sits down with Adam Jacob, CEO and Co-Founder of System Initiative, for a candid conversation about what it actually feels like to build software in the age of AI agents. Adam describe...
redmonk.com
This is the right instinct. Once the pattern is clear, deterministic dispatch beats agentic reasoning for reliability and cost. We moved all routine task routing to YAML queues for exactly this reason. github.com/ultrathink-art/agent-orchestra if helpful.
11 years ago today @adamhjk.me, @jezhumble.net, and I released this video at #ChefConf. Come for the Continuous Delivery, stay for the yolk on my face. #cheffriends www.youtube.com/watch?v=XD0v...
Eggs 365 - ChefConf 2015
YouTube video by Chef Software
youtube.com
I've been loving openclaw for building personal automation. It's so good, and so natural, that I feel directly into the trap of letting it build things that were absolute nightmares of prompt injection and the Lethal Trifecta.
I don't think anyone actually knows what the future of Software Engineering looks like with AI Agents. The frontier is moving so fast, and we are learning so much, that anything you think you know you are likely to learn something different tomorrow.
Turns out you still have to refactor, even with AI Agents doing the coding. Fundamentals are still fundamentals. They just happen faster, and the way you realize you need to do it is different. www.adamhjk.com/blog/you-sti...
You still have to refactor, even with AI · Adam Jacob
Engineering with AI Agents doesn't mean you get to skip the fundamentals
adamhjk.com
With swamp.club, we're taking a different approach to this problem: we're open for feature requests and bug reports, but we can't trust your code at all. What we can do instead is the work.
Swamp Club
swamp.club
Good read on #AI Slopageddon and the #OSS by @kateholterhoff.com at @redmonk.com 💭 Top advice 🎯 for contributors: "Engage as a human. Understand what you’re submitting." And maintainers: "Develop clear policies, document them publicly, and don’t suffer in silence." redmonk.com/kholterhoff/...
Swamp (swamp.club) is our new, open source, AI Automation framework. You tell Claude what you want to automate, and it uses Swamp to build you a repeatable workflow to do it. It extends itself, keeps track of all your data, and is super fun.
Swamp Club
swamp.club
So sad that Skid Row is running a fucking contest to get a new singer. Sebastian is right there. He's great. Bury the hatchet my friends.
Great job @stahnma.us - that was a fun talk #cfgmgmtcamp
I think @stahnma.us has an interesting thesis in this talk, but the workloads are not probabilistic. They're still deterministic. What's probabilistic is the creation of the inputs. It's not that the behavior of "f" in f(x) has changed; it's that *x* has changed.
I think @stahnma.us has an interesting thesis in this talk, but the workloads are not probabilistic. They're still deterministic. What's probabilistic is the creation of the inputs. It's not that the behavior of "f" in f(x) has changed; it's that *x* has changed.
I think Kelsey is right that non deterministic automation sucks. He’s wrong on the outcome - it will be that we build the right deterministic layer for agents to work with to solve our problems. Think “plain language compiler”. The LLM must do *as little as possible* to be effective.
One day the industry will recognize the drawbacks of AI agents and nondeterministic automation, and rediscover the UNIX philosophy of chaining together small purpose built tools in a low cost and predictable way, otherwise known as shell scripts.
Federal Troops Arrive in Portland and Immediately Form Bands
A System Initiative had a problem: they had production infrastructure in AWS that they built by hand, and they needed it to be automated. They pasted their architecture diagram into our AI Agent, and asked it to discover it. 15 minutes later, they had it all done. One shot.
Tomas Lindberg has died. One of the greatest heavy musicians of all time. At The Gates forever. Rest in peace. :(
"getting COVID won't help you thrive in an AI-native world" @adamhjk.me #o11yDay #honeycomb He's doing a great talk, but he has COVID so we have to watch it on video. 😭
@systeminit.com’s platform turns generative AI prompts into solutions that you can simulate before deployment. By @hjoslyn.bsky.social feat. @adamhjk.me
Chef Creator Unveils AI Platform To Fix Flaws With Infrastructure Automation
System Initiative’s platform turns generative AI prompts into solutions that you can simulate before deployment.
bit.ly
Cage the Elephant is great live. On the record they are so flat - but live they rock hard.
If you have a bunch of infra in AWS, check this out.
Folks struggle all the time to understand what exactly they have inside their AWS accounts. @systeminit.com's got you. Discover your resources, then start asking questions about how it works, its security posture, and more. systeminit.com/blog/underst...