Yadda 3.0.0: BDD in the Age of AI Agents
stephen-cresswell.com
stephen-cresswell.com
What I've never really understood is why some people choose natural language for the abstraction. It just seems like such an odd and expensive choice. Most of the layers of abstraction we add in our codebase are written in the programming language of choice itself, they're functions, classes, what have you. But for this one specific flavor of abstraction, folks reach for natural language.
The one potential benefit I could think of for this over a more standard DSL is that non-technical colleagues would be able to read or even write these specs. But in practice I've only seen this pan out once in my life, and that was with a more traditional DSL rather than natural language.
Is there a hidden benefit I'm overlooking?
In that context it makes more sense that Llms are a push to replace Product people not Engineering people.
I used hitchstory (YAML based stories) for doing this coz it's terse and typed.
I've tried using cucumber before and it reminds me of COBOL - which also had the same idea of making code more accessible via a "natural language-ish" interface.
I am also really interested in standardizing the REST interface with typespec, and the database schema with DBML. I think creating these closed-loops with high-level specs is one of the best ways to make an AI project ownable by a team.
We don't really use images for acceptance testing, it's more functionality. I don't really care where the button is, just that if I click it, it does what it says it does. To that end, we already have multi-tenancy in the application (I highly recommend every app build this in, if only for testing; then you don't need to do the Postgres template1 seeding hacks), so we spin up a tenant for a test, do all the setup with the API (all the Given statements), playwright to do the validation of a feature (the When statements), and finally validation is a mix of Playwright and API (the Then statements).
Sorry if that isn't super clear; maybe I could put together a little demo repo or something if people have any interest; I'm hoping to do that after I introduce typespec and dbml (basically spec/{acceptance,api,db}).
I was expecting something on Binary Decision Diagrams. SAOD is worst with TLAs.
Funny enough, Google's overview box also suggests soad: "SAOD (or SOAD) most commonly refers to the rock band System of a Down"
I'd consider explaining what BBD is at the start of the front page of your project.
That's disconcerting. Software engineers ought to know.
You evaluate candidates based on their intimate knowledge of acronyms?
LOL.
Pray tell where you work so we all collectively never apply for a job there.
I think it has to be worth a try though…
I transcribe most product meetings, turn them into a transcript, run that through an accuracy pass with a bunch of context (mostly vocabulary definitions etc), and use that as a starting doc for generating issues and tests. There are apps that do it fully end to end now I think.
Maybe start with a project kickoff or brainstorm, some kind of planning meeting, and select one task out of it to start. I always start with just the meeting transcript as a context, and expand context from there as needed with things like internal standards docs, libraries, references from other projects, etc, and only as little as is necessary. That generates the project plan, and then I feed that into claude code or whatever.
I think the biggest thing I've done recently is start to be extremely critical about the output, basically using promptfoo to try to figure out what the right level of context and instructions are, not just for external facing e.g. chatbots or whatever, but for my own internal development process, planning, everything. The more you can pin down and calibrate the better - it's easy to run a given prompt for a month, so spending a day (or even a week!) out of the month to refine your prompts beats just grinding ad hoc.
Edit: another thing I do is generate tests bdd-style separately from the code that they're testing (for e2e and high level at least), that derives out of the project plan too.
My experiences with Opus have been such that I always max out my Fable allotment but rarely exceed 40% of the remaining limit on Claude.