"Don't fall into a waterfall-style of software development."
Our industry is quickly adapting to the new ways of working and we are redefining what it means to be a software developer: Agentic Engineering.
It's not the same thing as Vibe Coding, and probably why I have had such a surprisingly smooth transition recently. As I see it, vibe coding is about treating code as a black box: it doesn't really matter how things are put together. The only thing important for a vibe coder is the output. As a passionate TDD and REPL driven programmer, this doesn't feel right for me today. Tomorrow, I don't know. Right now, I care about how things are constructed. More importantly, I need to have some understanding about the code itself to get ideas on how to change and improve the output.
This is where Agentic Engineering fits in: a structured way of developing software, where the human developer takes an active part in the process. It is not only about high level architecture or designing the solution, it's also about having the possibility to direct the agents into producing actual code that the human can understand and approve. For me, this is about keeping things simple and concise. Functional. Doing things in small steps, i.e. solve a problem by breaking it down into smaller parts. Experiment and learn along the way, step by step, rather than making big plans upfront. This is the core of the Agile movement.
It's well known that LLMs can produce verbose chunks of code and forget about important things. But it is possible to take control of that part as an agentic engineer. Similar to the stop-the-line principle (from the Toyota Way) where you can halt the production if you identify an issue. Take action (clarify or give new instructions) and then proceed. With these skills, agents can produce chunks of code that are just right. And functional.
From what I've picked up in the developer community lately, there's an increased need for structured work in the new AI landscape. This makes a lot of sense. What surprises me is the conclusion that we should start doing more planning upfront, writing detailed specifications before any code is written. This is what the Plan, Execute, Test sounds to me. I am just misunderstanding, or is this a Modern Waterfall movement?
Plan, execute, test might be the correct workflow for an agent, but not for a human. Planning in the beginning is difficult, because in the beginning we have very little knowledge about the thing to develop. Instead, we could learn what and how to develop something along the way. We can also pick up bits of why along the way too, but it's good to have some understanding about that specific part early in the process.
If the Plan was incorrect we will be 10x, but with 10x waste. Agents produce code fast, and it might not be that big of an issue as before if we need to throw away the result and start over. This is new. The difficult part is throwing away our plan, our design that we've invested in, and start all over again. This drains human energy. Once a plan is set, it can be a too big mental effort to break free from it because things have been decided already. Big planning upfront might sound right, but it is a trap. A vague Jira ticket description to begin with is not necessarily a bad thing.
The challenge as agentic engineers is to 10x the value, and not end up in 10x waste. Essentially making us more product and value focused than before. In short: build the thing right, also build the right thing.
How can we do that? Explore, learn and adapt are words I would like to see as part of the Agentic Engineering definition. Plan a little bit upfront, just enough to get started, but no more than that. Continue exploring, planning and adjust as the work proceeds. Get things out fast so you can collect feedback (logs, errors, usage) and learn what to adjust. That's Agile & Agentic, a Lean and Agentic Engineering workflow.
Top Photo by me, taken at the top of Åreskutan, Jämtland, Sweden.
