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Accountability and Trust in AI

Do trust and accountability go hand in hand? This is something I’ve been chewing on over the weekend. And I don’t know really, but here’s where I’m coming from. One of my side projects at PiForge at the moment is building a system around Agentic Engineering using team lead principles I’ve honed over years, and applying how human teams communicate and organize over the SDLC to agents (i.e. start with a spec, write tickets on a kanban board, grab the next highest priority, work till done, test, PR, release, document). ...

April 21, 2026 · 3 min · 435 words · map[email:me@wynandpieters.dev name:Wynand Pieters]
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Maybe Software Engineering Should Be Regulated. I Can't Decide If That Terrifies Me.

Trigger warning: this is part rant, part genuine exploration, and entirely my opinion. As usual. Also; research heavy. I wanted this to be informed. I’ve been thinking about this one for a while. In a previous post I argued that not everyone who writes code is an engineer, and that the title carries expectations. In another I complained about the lack of standards in an industry that rewards speed and hype over depth. And more recently I got on my soapbox about fundamentals mattering — about how the people who actually understood the machines they worked on are slowly dying off, and what we’re being left with instead. ...

April 20, 2026 · 19 min · 3899 words · map[email:me@wynandpieters.dev name:Wynand Pieters]
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Token Saving Bait and Switch

Just because your fancy new Claude Code plugin prints out “50% tokens saved” in the logs doesn’t mean you actually got them. I was playing around with Caveman Compression last week and tried to get the UserPromptSubmit hook to rewrite prompts using the tool for savings across the board. Turns out? The hook doesn’t allow it. Probably for security reasons; can you imagine the injection attacks if any random plugin could hook into and replace your prompts? ...

April 15, 2026 · 3 min · 462 words · map[email:me@wynandpieters.dev name:Wynand Pieters]
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The Prompt Compression Rabbit Hole: From Caveman to Proxy

Introduction I came across caveman-compression — a tool that compresses text into a token-efficient “caveman” format before sending it to an LLM. The pitch is simple: It can cut 30-65% of tokens depending on the content, which at Claude Opus prices adds up fast. I immediately wanted to wire it into Claude Code so compression would happen automatically on every prompt. The obvious hook was UserPromptSubmit. ...

April 13, 2026 · 6 min · 1200 words · map[email:me@wynandpieters.dev name:Wynand Pieters]
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Why Technology Shifted from Purpose to Profit

I finished Masters of Doom a few weeks ago and I’m nearly done with Hackers: Heroes of the Computer Revolution. Both books hit harder than they should, given I already knew most of the stories. But reading them back-to-back crystallized something that’s been nagging at me for months. There’s a line in Hackers about the MIT Tech Model Railroad Club in the 1960s: “Access to computers should be unlimited and total. All information should be free.” ...

April 13, 2026 · 11 min · 2269 words · map[email:me@wynandpieters.dev name:Wynand Pieters]
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The Future of AI Coding is Directing. Let Me Introduce You to Your C.A.S.T.

Previous post for context: Two AI Agents Walk Into a Codebase If you look at social media, everyone will tell you that most people are still using AI like a very fast keyboard. You write what you want, it writes the code, you review it, you move on. Faster, sure. But you’re still in the driver’s seat for every line, every file, every decision. They will also tell you that the future is not that. The future is swarms of AI agents doing the work of 100s of people. And I mostly agree. The shift that’s actually happening — and I say this as someone who’s spent the last month living inside it — is from writing code to directing agents. ...

April 9, 2026 · 9 min · 1797 words · map[email:me@wynandpieters.dev name:Wynand Pieters]
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Rediscovering When Coding Was Fun

I never posted why I paused development on So This Is How I Die. If you’ve been following the devlog, you’ll know the story up to a point. The slow progress, the balancing act with client work, the occasional “I’m having a hard time” entry that I posted because solo dev accountability sometimes means confessing that nothing is on fire, you’re just tired. What you won’t find is a post that says this is where I stopped, and here’s why. ...

March 30, 2026 · 13 min · 2638 words · map[email:me@wynandpieters.dev name:Wynand Pieters]
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We've Seen This Movie Before

I’ve been sitting on this comparison for a while, trying to decide if it was too obvious to write about. Then a good friend of mine DM’d me on Slack about “every vibe coding tech bro is now vibe coding a dashboard to ‘monitor the global situation’. my feed is full of it.” with some screenshots of the kind of stuff that’s popping up everywhere. And it just reminded me; I’m not imagining this. ...

March 19, 2026 · 10 min · 2111 words · map[email:me@wynandpieters.dev name:Wynand Pieters]
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The argument that AI Agents are the future is flawed

🤔 The thing about how much AI agents and tools have improved is that I’m finding myself in a weird spot. I’m always working. Even when I’m not working, I’m planning and brainstorming in Claude Projects so I can use the spec and plan files later in Claude Code. In a recent interview with The Pragmatic Engineer, Mitchell Hashimoto, the founder of HashiCorp said his “new rule for building software: always have an agent running in the background doing something.” (link) ...

March 16, 2026 · 3 min · 606 words · map[email:me@wynandpieters.dev name:Wynand Pieters]
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Two AI Agents Walk Into a Codebase

That’s the punchline and the problem. I’ve run into these two similar scenarios which have had me stumped and annoyed. In one, I’m running Claude Code in both GoLand and PyCharm, trying to integrate one project’s API with another project’s GRPC service. In the other, I have a Scala library that needs updates, and then multiple services that depend on that library. The hiccup: each instance is completely unaware of the other’s existence. ...

March 10, 2026 · 2 min · 412 words · map[email:me@wynandpieters.dev name:Wynand Pieters]